Applied
Question 6:
Consider the simple function R(β) = sin(β) + β/10
- Question 6-a: Draw a graph of this funciton over
the range β ∈ [-6, 6]
- Answer:
- Answer:
- Question 6-b: What is the derivative of this
function?
- Answer:
The derivative of the funciton R(β) = sin(β) + β/10 is δR(β) = cos(β).- Question 6-c:
- Answer:
[1] -0.5337573
- Question 6-d:
- Answer:
[1] -1.15708
Question 7:
Fit a neural network to the Default data. Use a single hidden layer with 10 units, and dropout regularization. Have a look at Labs 10.9.1-10.9.2 for guidance. Compare the classification performance of your model with that of linear logistic regression.
Model: "sequential"
________________________________________________________________________________
Layer (type) Output Shape Param #
================================================================================
dense_1 (Dense) (None, 10) 50
dropout (Dropout) (None, 10) 0
dense (Dense) (None, 1) 11
================================================================================
Total params: 61 (244.00 Byte)
Trainable params: 61 (244.00 Byte)
Non-trainable params: 0 (0.00 Byte)
________________________________________________________________________________Epoch 1/30
42/42 - 1s - loss: 0.2667 - accuracy: 0.5627 - val_loss: 0.2064 - val_accuracy: 0.6949 - 979ms/epoch - 23ms/step
Epoch 2/30
42/42 - 0s - loss: 0.2158 - accuracy: 0.6692 - val_loss: 0.1618 - val_accuracy: 0.8261 - 333ms/epoch - 8ms/step
Epoch 3/30
42/42 - 0s - loss: 0.1726 - accuracy: 0.7675 - val_loss: 0.1298 - val_accuracy: 0.8928 - 321ms/epoch - 8ms/step
Epoch 4/30
42/42 - 0s - loss: 0.1437 - accuracy: 0.8211 - val_loss: 0.1041 - val_accuracy: 0.9415 - 319ms/epoch - 8ms/step
Epoch 5/30
42/42 - 0s - loss: 0.1255 - accuracy: 0.8464 - val_loss: 0.0830 - val_accuracy: 0.9685 - 316ms/epoch - 8ms/step
Epoch 6/30
42/42 - 0s - loss: 0.1051 - accuracy: 0.8761 - val_loss: 0.0653 - val_accuracy: 0.9700 - 318ms/epoch - 8ms/step
Epoch 7/30
42/42 - 0s - loss: 0.0923 - accuracy: 0.8965 - val_loss: 0.0524 - val_accuracy: 0.9700 - 315ms/epoch - 8ms/step
Epoch 8/30
42/42 - 0s - loss: 0.0800 - accuracy: 0.9184 - val_loss: 0.0443 - val_accuracy: 0.9700 - 315ms/epoch - 8ms/step
Epoch 9/30
42/42 - 0s - loss: 0.0713 - accuracy: 0.9256 - val_loss: 0.0392 - val_accuracy: 0.9700 - 317ms/epoch - 8ms/step
Epoch 10/30
42/42 - 0s - loss: 0.0648 - accuracy: 0.9338 - val_loss: 0.0359 - val_accuracy: 0.9700 - 315ms/epoch - 7ms/step
Epoch 11/30
42/42 - 0s - loss: 0.0579 - accuracy: 0.9415 - val_loss: 0.0336 - val_accuracy: 0.9700 - 337ms/epoch - 8ms/step
Epoch 12/30
42/42 - 0s - loss: 0.0514 - accuracy: 0.9475 - val_loss: 0.0317 - val_accuracy: 0.9700 - 321ms/epoch - 8ms/step
Epoch 13/30
42/42 - 0s - loss: 0.0505 - accuracy: 0.9518 - val_loss: 0.0304 - val_accuracy: 0.9700 - 371ms/epoch - 9ms/step
Epoch 14/30
42/42 - 0s - loss: 0.0461 - accuracy: 0.9535 - val_loss: 0.0294 - val_accuracy: 0.9700 - 321ms/epoch - 8ms/step
Epoch 15/30
42/42 - 0s - loss: 0.0433 - accuracy: 0.9556 - val_loss: 0.0286 - val_accuracy: 0.9700 - 321ms/epoch - 8ms/step
Epoch 16/30
42/42 - 0s - loss: 0.0410 - accuracy: 0.9602 - val_loss: 0.0277 - val_accuracy: 0.9700 - 320ms/epoch - 8ms/step
Epoch 17/30
42/42 - 0s - loss: 0.0404 - accuracy: 0.9580 - val_loss: 0.0272 - val_accuracy: 0.9700 - 320ms/epoch - 8ms/step
Epoch 18/30
42/42 - 0s - loss: 0.0375 - accuracy: 0.9632 - val_loss: 0.0266 - val_accuracy: 0.9700 - 319ms/epoch - 8ms/step
Epoch 19/30
42/42 - 0s - loss: 0.0366 - accuracy: 0.9647 - val_loss: 0.0261 - val_accuracy: 0.9700 - 322ms/epoch - 8ms/step
Epoch 20/30
42/42 - 0s - loss: 0.0343 - accuracy: 0.9655 - val_loss: 0.0256 - val_accuracy: 0.9700 - 337ms/epoch - 8ms/step
Epoch 21/30
42/42 - 0s - loss: 0.0334 - accuracy: 0.9664 - val_loss: 0.0252 - val_accuracy: 0.9700 - 324ms/epoch - 8ms/step
Epoch 22/30
42/42 - 0s - loss: 0.0321 - accuracy: 0.9670 - val_loss: 0.0248 - val_accuracy: 0.9700 - 325ms/epoch - 8ms/step
Epoch 23/30
42/42 - 0s - loss: 0.0317 - accuracy: 0.9664 - val_loss: 0.0246 - val_accuracy: 0.9708 - 312ms/epoch - 7ms/step
Epoch 24/30
42/42 - 0s - loss: 0.0314 - accuracy: 0.9679 - val_loss: 0.0243 - val_accuracy: 0.9708 - 309ms/epoch - 7ms/step
Epoch 25/30
42/42 - 0s - loss: 0.0300 - accuracy: 0.9689 - val_loss: 0.0240 - val_accuracy: 0.9708 - 309ms/epoch - 7ms/step
Epoch 26/30
42/42 - 0s - loss: 0.0292 - accuracy: 0.9691 - val_loss: 0.0238 - val_accuracy: 0.9715 - 322ms/epoch - 8ms/step
Epoch 27/30
42/42 - 0s - loss: 0.0294 - accuracy: 0.9677 - val_loss: 0.0235 - val_accuracy: 0.9708 - 324ms/epoch - 8ms/step
Epoch 28/30
42/42 - 0s - loss: 0.0282 - accuracy: 0.9683 - val_loss: 0.0233 - val_accuracy: 0.9715 - 314ms/epoch - 7ms/step
Epoch 29/30
42/42 - 0s - loss: 0.0278 - accuracy: 0.9683 - val_loss: 0.0231 - val_accuracy: 0.9715 - 308ms/epoch - 7ms/step
Epoch 30/30
42/42 - 0s - loss: 0.0277 - accuracy: 0.9691 - val_loss: 0.0229 - val_accuracy: 0.9723 - 315ms/epoch - 7ms/step105/105 - 0s - 162ms/epoch - 2ms/stepThe accuracy of the neural network model is 96.640%. truth
prediction 0 1
0 3217 110
1 2 4The accuracy of the logistic regression model is 97.420%. prediction
truth 0 1
0 3209 10
1 76 38Question 8:
From your collection of personal photographs, pick 10 images of animals (such as dogs, cats, birds, farm animals, etc.). If the subject does not occupy a reasonable part of the image, then crop the image. Now use a pretrained image classification CNN as in Lab 10.9.4 to predict the class of each of your images, and report the probabilities for the top five predicted classes for each image.
Model: "sequential"
________________________________________________________________________________
Layer (type) Output Shape Param #
================================================================================
dense_1 (Dense) (None, 10) 50
dropout (Dropout) (None, 10) 0
dense (Dense) (None, 1) 11
================================================================================
Total params: 61 (244.00 Byte)
Trainable params: 61 (244.00 Byte)
Non-trainable params: 0 (0.00 Byte)
________________________________________________________________________________1/1 - 1s - 785ms/epoch - 785ms/step
The predicted classes and probabilities of the images of dogs and cats are as
follows with respect to order of appearance:$birds.jpeg
class_name class_description score
1 n01820546 lorikeet 0.961650610
2 n01818515 macaw 0.009002453
3 n01806143 peacock 0.008250927
4 n03874599 padlock 0.005620250
5 n02999410 chain 0.002654100
$butterfly.jpeg
class_name class_description score
1 n04423845 thimble 0.58907545
2 n04409515 tennis_ball 0.17006825
3 n03958227 plastic_bag 0.03801656
4 n03871628 packet 0.01514976
5 n01773549 barn_spider 0.01233464
$cat1.jpeg
class_name class_description score
1 n02124075 Egyptian_cat 0.20266204
2 n04265275 space_heater 0.13892646
3 n02105412 kelpie 0.10062172
4 n02104365 schipperke 0.09486673
5 n02110806 basenji 0.06643521
$cat2.jpeg
class_name class_description score
1 n03223299 doormat 0.21453752
2 n04074963 remote_control 0.09869209
3 n02113186 Cardigan 0.07454871
4 n02123045 tabby 0.06722851
5 n02123159 tiger_cat 0.06283280
$cat3.jpeg
class_name class_description score
1 n02971356 carton 0.9914653897
2 n04004767 printer 0.0020149811
3 n03127925 crate 0.0016998923
4 n02916936 bulletproof_vest 0.0009906454
5 n02105162 malinois 0.0003613399
$dog1.jpg
class_name class_description score
1 n02098413 Lhasa 0.484432071
2 n02086240 Shih-Tzu 0.462051690
3 n02097474 Tibetan_terrier 0.016058447
4 n02113624 toy_poodle 0.008868926
5 n02094433 Yorkshire_terrier 0.007705405
$dog2.jpeg
class_name class_description score
1 n02108551 Tibetan_mastiff 0.29876935
2 n02111277 Newfoundland 0.29656842
3 n02106382 Bouvier_des_Flandres 0.26543206
4 n02112137 chow 0.07458649
5 n02105056 groenendael 0.03799465
$dog3.jpeg
class_name class_description score
1 n02086240 Shih-Tzu 0.88302189
2 n02097047 miniature_schnauzer 0.04248711
3 n02110627 affenpinscher 0.02213948
4 n02085936 Maltese_dog 0.01723721
5 n02098413 Lhasa 0.01470254
$dog4.jpeg
class_name class_description score
1 n02086240 Shih-Tzu 0.60574049
2 n02098413 Lhasa 0.15268034
3 n02110627 affenpinscher 0.07483345
4 n02085936 Maltese_dog 0.05702168
5 n02094433 Yorkshire_terrier 0.01930033
$dog5.jpeg
class_name class_description score
1 n02086240 Shih-Tzu 0.824865639
2 n02098413 Lhasa 0.127952948
3 n02110627 affenpinscher 0.024699720
4 n02113624 toy_poodle 0.011461542
5 n02086079 Pekinese 0.003910229Question 9:
Fit a lag-5 autoregressive model to the NYSE data, as described in the text and Lab 10.9.6. Refit the model with a 12-level factor representing the month. Does this factor improve the performance of the model?
[1] 0.413223[1] 0.4598616 log_volume L1.DJ_return L1.log_volume L1.log_volatility L2.DJ_return
6 6.058680e-01 0.0463364355 2.247600e-01 -2.500763e+00 -0.4313610801
7 -1.365982e-02 -1.3040184276 6.058680e-01 -1.365915e+00 0.0463364355
8 4.254846e-02 -0.0062932660 -1.365982e-02 -1.505543e+00 -1.3040184276
9 -4.198016e-01 0.3770501002 4.254846e-02 -1.551386e+00 -0.0062932660
10 -5.560194e-01 -0.4116842098 -4.198016e-01 -1.597475e+00 0.3770501002
11 -1.767302e-01 0.5087428892 -5.560194e-01 -1.564257e+00 -0.4116842098
12 -1.499933e-01 -0.4975038131 -1.767302e-01 -1.565703e+00 0.5087428892
13 2.651649e-01 -1.0075614830 -1.499933e-01 -1.192987e+00 -0.4975038131
14 4.833866e-01 1.2424767904 2.651649e-01 -7.225914e-01 -1.0075614830
15 -3.450811e-01 0.2626634742 4.833866e-01 -8.352348e-01 1.2424767904
16 -7.188116e-01 -0.4127510280 -3.450811e-01 -9.192936e-01 0.2626634742
17 -4.693299e-01 0.2171458946 -7.188116e-01 -1.036837e+00 -0.4127510280
18 -1.114498e-01 0.6960287638 -4.693299e-01 -9.714978e-01 0.2171458946
19 3.932693e-01 -0.2176418194 -1.114498e-01 -1.095464e+00 0.6960287638
20 1.519266e+00 0.1373715948 3.932693e-01 -1.223945e+00 -0.2176418194
21 -1.735747e+00 0.1008627028 1.519266e+00 -1.356337e+00 0.1373715948
22 7.572431e-01 -0.9901367845 -1.735747e+00 -1.060551e+00 0.1008627028
23 1.439655e+00 1.9112533123 7.572431e-01 -1.328436e-01 -0.9901367845
24 5.832435e-01 0.8431311502 1.439655e+00 -1.189201e-01 1.9112533123
25 1.410355e+00 -0.0371124605 5.832435e-01 -2.586112e-01 0.8431311502
26 1.164921e+00 1.3566263456 1.410355e+00 -6.964637e-03 -0.0371124605
27 6.372308e-01 -0.3540760230 1.164921e+00 -1.248692e-01 1.3566263456
28 5.219771e-01 0.2466612001 6.372308e-01 -2.491699e-01 -0.3540760230
29 1.055859e+00 0.3484830775 5.219771e-01 -3.567952e-01 0.2466612001
30 6.349842e-01 0.7074081588 1.055859e+00 -3.660875e-01 0.3484830775
31 3.665067e-01 -3.2898413753 6.349842e-01 9.930104e-01 0.7074081588
32 1.240544e+00 2.0595410523 3.665067e-01 1.206074e+00 -3.2898413753
33 8.180687e-01 0.6821601263 1.240544e+00 1.105064e+00 2.0595410523
34 1.594112e-01 -0.1020698398 8.180687e-01 9.658810e-01 0.6821601263
35 8.365594e-01 0.4574170768 1.594112e-01 8.477715e-01 -0.1020698398
36 8.256002e-01 0.0298600200 8.365594e-01 7.082945e-01 0.4574170768
37 7.901122e-01 0.3381705009 8.256002e-01 5.833935e-01 0.0298600200
38 7.345116e-01 -0.1242359528 7.901122e-01 4.450014e-01 0.3381705009
39 6.715163e-01 0.4543351573 7.345116e-01 3.367618e-01 -0.1242359528
40 3.188099e-01 0.5323314266 6.715163e-01 2.430836e-01 0.4543351573
41 -3.428645e-01 0.1246883109 3.188099e-01 1.068214e-01 0.5323314266
42 2.103560e-01 -0.9172375359 -3.428645e-01 1.058432e-01 0.1246883109
43 1.876458e-01 0.7225806853 2.103560e-01 6.322132e-02 -0.9172375359
44 -4.762067e-01 0.0380389600 1.876458e-01 -7.587068e-02 0.7225806853
45 -6.374018e-02 -0.2259392949 -4.762067e-01 -2.068702e-01 0.0380389600
46 2.200913e-01 -0.1445055000 -6.374018e-02 -3.431049e-01 -0.2259392949
47 1.069772e-01 0.1910681146 2.200913e-01 -4.714022e-01 -0.1445055000
48 -2.667319e-01 -0.6181728133 1.069772e-01 -5.143205e-01 0.1910681146
49 -2.789021e-01 0.1237400280 -2.667319e-01 -6.479828e-01 -0.6181728133
50 -4.777772e-01 -0.9275501125 -2.789021e-01 -5.466178e-01 0.1237400280
51 7.490868e-01 0.3087737307 -4.777772e-01 -6.543307e-01 -0.9275501125
52 1.285948e+00 0.8690903948 7.490868e-01 -5.598773e-01 0.3087737307
53 2.402681e-01 0.5236783450 1.285948e+00 -6.131677e-01 0.8690903948
54 5.025962e-01 0.1882232658 2.402681e-01 -7.392633e-01 0.5236783450
55 -5.578501e-02 0.4773310178 5.025962e-01 -7.960824e-01 0.1882232658
56 -7.128454e-02 -0.3879771370 -5.578501e-02 -8.882279e-01 0.4773310178
57 -2.300585e-01 -0.8470646006 -7.128454e-02 -7.878946e-01 -0.3879771370
58 -5.709327e-01 -0.0940094351 -2.300585e-01 -9.257369e-01 -0.8470646006
59 -5.889057e-01 -1.2498477664 -5.709327e-01 -5.711399e-01 -0.0940094351
60 -5.876561e-01 0.0967139651 -5.889057e-01 -7.066894e-01 -1.2498477664
61 -1.509219e-01 -0.8099630317 -5.876561e-01 -6.520297e-01 0.0967139651
62 -3.611027e-01 -1.4181679828 -1.509219e-01 -2.763049e-01 -0.8099630317
63 -6.830198e-01 -0.5981403368 -3.611027e-01 -3.374429e-01 -1.4181679828
64 -1.149290e+00 1.2870460872 -6.830198e-01 -1.005443e-01 -0.5981403368
65 -1.390859e+00 0.0003447144 -1.149290e+00 -2.401947e-01 1.2870460872
66 -1.067316e+00 0.1423500801 -1.390859e+00 -3.736439e-01 0.0003447144
67 -1.067406e+00 0.5719222381 -1.067316e+00 -4.244668e-01 0.1423500801
68 -1.307858e+00 0.1553889701 -1.067406e+00 -5.557805e-01 0.5719222381
69 -1.089298e+00 0.2589888779 -1.307858e+00 -6.722097e-01 0.1553889701
70 -2.120042e-01 0.1863267000 -1.089298e+00 -7.979440e-01 0.2589888779
71 -8.632415e-01 0.4101214666 -2.120042e-01 -8.723754e-01 0.1863267000
72 -1.022820e+00 -0.7103933262 -8.632415e-01 -8.423396e-01 0.4101214666
73 -1.190824e+00 0.4356065698 -1.022820e+00 -9.066204e-01 -0.7103933262
74 -1.253828e+00 -0.5074607836 -1.190824e+00 -9.569113e-01 0.4356065698
75 -5.858032e-01 -0.2852069767 -1.253828e+00 -1.068593e+00 -0.5074607836
76 -1.160779e+00 0.8681421119 -5.858032e-01 -8.982941e-01 -0.2852069767
77 -4.415531e-01 -0.2926747046 -1.160779e+00 -1.009671e+00 0.8681421119
78 -5.715361e-01 0.3749164636 -4.415531e-01 -1.084785e+00 -0.2926747046
79 -1.342584e-01 0.0383945661 -5.715361e-01 -1.222952e+00 0.3749164636
80 2.833699e-02 0.3646038870 -1.342584e-01 -1.290859e+00 0.0383945661
81 -3.748349e-01 0.7344342217 2.833699e-02 -1.161665e+00 0.3646038870
82 -9.418047e-01 -0.4128695634 -3.748349e-01 -1.230555e+00 0.7344342217
83 -3.714714e-01 -0.0123385695 -9.418047e-01 -1.370264e+00 -0.4128695634
84 1.198750e-01 0.5576979944 -3.714714e-01 -1.336192e+00 -0.0123385695
85 4.005655e-01 -0.2961122302 1.198750e-01 -1.435641e+00 0.5576979944
86 9.426598e-01 1.0550723804 4.005655e-01 -1.029948e+00 -0.2961122302
87 8.935893e-01 1.1082947587 9.426598e-01 -7.115040e-01 1.0550723804
88 1.417330e+00 0.8784546885 8.935893e-01 -6.029294e-01 1.1082947587
89 7.576196e-01 0.5849611281 1.417330e+00 -6.331304e-01 0.8784546885
90 1.367908e+00 -0.0209916511 7.576196e-01 -7.728777e-01 0.5849611281
91 8.714355e-01 -0.3033428874 1.367908e+00 -8.847281e-01 -0.0209916511
92 1.368495e+00 0.6669875997 8.714355e-01 -8.538730e-01 -0.3033428874
93 1.088844e+00 0.4682037948 1.368495e+00 -9.065956e-01 0.6669875997
94 8.110849e-01 -0.0976840314 1.088844e+00 -1.044046e+00 0.4682037948
95 4.353132e-01 -0.1327704990 8.110849e-01 -1.178387e+00 -0.0976840314
96 3.464968e-01 -0.3703153678 4.353132e-01 -1.260823e+00 -0.1327704990
97 8.035876e-01 0.5667066821 3.464968e-01 -1.234933e+00 -0.3703153678
98 8.453619e-01 -0.1326519637 8.035876e-01 -1.368452e+00 0.5667066821
99 1.376933e+00 0.6390132539 8.453619e-01 -1.286510e+00 -0.1326519637
100 7.169708e-01 0.4357251052 1.376933e+00 -1.321868e+00 0.6390132539
101 1.910222e-01 0.0764444179 7.169708e-01 -1.456552e+00 0.4357251052
102 -3.118568e-01 -0.2142042939 1.910222e-01 -1.574380e+00 0.0764444179
103 3.984387e-01 -0.3603583973 -3.118568e-01 -1.641657e+00 -0.2142042939
104 6.812517e-01 0.4075136886 3.984387e-01 -1.661959e+00 -0.3603583973
105 1.556882e-01 0.3039137808 6.812517e-01 -1.730682e+00 0.4075136886
106 4.115204e-01 0.2126415507 1.556882e-01 -1.831275e+00 0.3039137808
107 -2.404315e-01 -0.5168250773 4.115204e-01 -1.790802e+00 0.2126415507
108 -1.910914e-01 -0.7345745404 -2.404315e-01 -1.590333e+00 -0.5168250773
109 7.184985e-01 -0.2238056583 -1.910914e-01 -1.703426e+00 -0.7345745404
110 1.063618e+00 0.9712678783 7.184985e-01 -1.279686e+00 -0.2238056583
111 7.803939e-01 0.5434737508 1.063618e+00 -1.263849e+00 0.9712678783
112 4.828859e-01 0.1971134181 7.803939e-01 -1.379454e+00 0.5434737508
113 3.173721e-01 -0.0685243319 4.828859e-01 -1.517939e+00 0.1971134181
114 1.056300e+00 -0.5418360391 3.173721e-01 -1.499331e+00 -0.0685243319
115 1.028870e+00 0.7177207354 1.056300e+00 -1.341500e+00 -0.5418360391
116 -3.474809e-02 -0.2667154600 1.028870e+00 -1.448873e+00 0.7177207354
117 2.350431e-01 0.3016616089 -3.474809e-02 -1.528739e+00 -0.2667154600
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1859 1.222405e+00 3.6655766948 2.337344e+00 3.075723e+00 5.8485239524
1860 1.285562e+00 2.7683825271 1.222405e+00 3.079074e+00 3.6655766948
1861 8.083077e-01 1.6459711684 1.285562e+00 2.992096e+00 2.7683825271
1862 1.671253e+00 -0.1461649951 8.083077e-01 2.852673e+00 1.6459711684
1863 1.041224e+00 0.6867830055 1.671253e+00 2.724388e+00 -0.1461649951
1864 4.181148e-01 -1.2443951396 1.041224e+00 2.621995e+00 0.6867830055
1865 -1.440083e+00 -1.9662755044 4.181148e-01 2.581875e+00 -1.2443951396
1866 -1.982298e+00 0.8625709498 -1.440083e+00 2.463947e+00 -1.9662755044
1867 -1.858639e+00 -0.0328451874 -1.982298e+00 2.324205e+00 0.8625709498
1868 -1.542337e+00 -1.0087468366 -1.858639e+00 2.217435e+00 -0.0328451874
1869 -9.609844e-01 -1.7283750295 -1.542337e+00 2.181646e+00 -1.0087468366
1870 -2.015702e+00 -0.0573820077 -9.609844e-01 2.041949e+00 -1.7283750295
1871 9.438760e-02 0.5234412743 -2.015702e+00 1.914695e+00 -0.0573820077
1872 -4.914281e-01 3.1942800888 9.438760e-02 2.185958e+00 0.5234412743
1873 -9.443294e-01 -0.2865108657 -4.914281e-01 2.048885e+00 3.1942800888
1874 -3.149156e-02 1.3188135646 -9.443294e-01 1.982668e+00 -0.2865108657
1875 -1.012336e+00 1.2594273474 -3.149156e-02 1.913591e+00 1.3188135646
1876 -8.342484e-02 -0.7338633283 -1.012336e+00 1.797342e+00 1.2594273474
1877 5.950243e-01 -3.0385464043 -8.342484e-02 2.055200e+00 -0.7338633283
1878 -1.221104e+00 -1.0133697158 5.950243e-01 1.956105e+00 -3.0385464043
1879 -7.387445e-01 0.2013806912 -1.221104e+00 1.818590e+00 -1.0133697158
1880 -9.212727e-01 -1.0077985537 -7.387445e-01 1.726758e+00 0.2013806912
1881 -6.748207e-01 -0.8736165220 -9.212727e-01 1.625487e+00 -1.0077985537
1882 -1.024921e+00 0.0865199238 -6.748207e-01 1.486411e+00 -0.8736165220
1883 -1.102239e+00 0.6896278542 -1.024921e+00 1.378774e+00 0.0865199238
1884 -6.554099e-01 0.2372969064 -1.102239e+00 1.243676e+00 0.6896278542
1885 -1.669520e-01 -2.3625392252 -6.554099e-01 1.471695e+00 0.2372969064
1886 3.471739e-02 -1.1314309380 -1.669520e-01 1.409868e+00 -2.3625392252
1887 6.912566e-01 2.2122146007 3.471739e-02 1.572856e+00 -1.1314309380
1888 -3.024125e-01 1.8205737591 6.912566e-01 1.623325e+00 2.2122146007
1889 -1.610655e+00 1.2265930517 -3.024125e-01 1.570994e+00 1.8205737591
1890 -1.639010e+00 0.3374592887 -1.610655e+00 1.438982e+00 1.2265930517
1891 -8.360039e-01 0.1173391183 -1.639010e+00 1.300511e+00 0.3374592887
1892 5.290849e-01 1.4234802908 -8.360039e-01 1.306927e+00 0.1173391183
1893 1.077521e+00 1.9250034145 5.290849e-01 1.420466e+00 1.4234802908
1894 3.360982e-01 1.8710698240 1.077521e+00 1.503147e+00 1.9250034145
1895 -3.332404e-01 -0.2098184854 3.360982e-01 1.365664e+00 1.8710698240
1896 6.345776e-01 -1.9488508060 -3.332404e-01 1.465046e+00 -0.2098184854
1897 6.331355e-01 0.4050244460 6.345776e-01 1.337120e+00 -1.9488508060
1898 -5.077449e-01 1.2820676019 6.331355e-01 1.314364e+00 0.4050244460
1899 -1.534168e+00 -0.4196260791 -5.077449e-01 1.186213e+00 1.2820676019
1900 -7.029056e-01 -0.0437504409 -1.534168e+00 1.046508e+00 -0.4196260791
1901 7.012659e-01 0.2012621558 -7.029056e-01 9.111813e-01 -0.0437504409
1902 -1.033877e-01 0.6431619916 7.012659e-01 8.145383e-01 0.2012621558
1903 3.577770e-01 -0.1548180767 -1.033877e-01 6.767030e-01 0.6431619916
1904 -1.443610e+00 -0.1194945383 3.577770e-01 5.381041e-01 -0.1548180767
1905 -1.083136e+00 -1.8368348873 -1.443610e+00 7.736844e-01 -0.1194945383
1906 -1.425414e+00 0.4600248548 -1.083136e+00 6.591891e-01 -1.8368348873
1907 -1.474241e+00 -0.1991503027 -1.425414e+00 5.232469e-01 0.4600248548
1908 -5.526217e-01 -0.3468453658 -1.474241e+00 3.975563e-01 -0.1991503027
1909 -1.453144e+00 0.4503049549 -5.526217e-01 2.899174e-01 -0.3468453658
1910 -1.593187e+00 -1.9609414131 -1.453144e+00 6.431219e-01 0.4503049549
1911 -1.528810e+00 -0.2486980847 -1.593187e+00 5.096616e-01 -1.9609414131
1912 -8.868245e-01 -0.3391405672 -1.528810e+00 3.834527e-01 -0.2486980847
1913 -1.255865e+00 -0.5709957386 -8.868245e-01 2.876992e-01 -0.3391405672
1914 -1.763618e+00 0.5624394090 -1.255865e+00 2.009661e-01 -0.5709957386
1915 -4.181326e-01 -0.3181598078 -1.763618e+00 7.611939e-02 0.5624394090
1916 -2.594571e-01 1.2427138611 -4.181326e-01 2.049385e-01 -0.3181598078
1917 -1.314340e-01 1.1852242098 -2.594571e-01 2.909428e-01 1.2427138611
1918 1.044947e+00 0.8939828212 -1.314340e-01 2.776779e-01 1.1852242098
1919 2.477713e+00 2.5201694755 1.044947e+00 9.023937e-01 0.8939828212
1920 2.115686e+00 2.2111477824 2.477713e+00 1.185575e+00 2.5201694755
1921 1.690827e+00 -0.1161755481 2.115686e+00 1.046560e+00 2.2111477824
1922 6.098220e-01 0.2129971568 1.690827e+00 9.117162e-01 -0.1161755481
1923 1.042521e+00 -0.1270808016 6.098220e-01 7.730845e-01 0.2129971568
1924 -3.794899e-02 0.9144894391 1.042521e+00 7.264420e-01 -0.1270808016
1925 -1.806543e-01 -0.2114779805 -3.794899e-02 5.908328e-01 0.9144894391
1926 -4.848423e-01 -1.0220227974 -1.806543e-01 5.721115e-01 -0.2114779805
1927 1.097522e+00 -0.2573511663 -4.848423e-01 4.395072e-01 -1.0220227974
1928 1.442449e+00 1.3233179084 1.097522e+00 5.339453e-01 -0.2573511663
1929 1.882149e+00 0.8862780226 1.442449e+00 4.986265e-01 1.3233179084
1930 1.632090e+00 0.2844739811 1.882149e+00 3.714698e-01 0.8862780226
1931 2.870705e-01 -1.0542644163 1.632090e+00 3.821346e-01 0.2844739811
1932 3.688903e-01 -0.9027762215 2.870705e-01 3.527258e-01 -1.0542644163
1933 2.818027e-01 0.1487509897 3.688903e-01 2.173296e-01 -0.9027762215
1934 -5.322524e-01 -0.7576889364 2.818027e-01 1.655400e-01 0.1487509897
1935 3.477335e-01 -1.0540273456 -5.322524e-01 1.998275e-01 -0.7576889364
1936 1.409995e+00 0.5713295612 3.477335e-01 1.183574e-01 -1.0540273456
1937 1.512646e+00 0.5058980405 1.409995e+00 2.779988e-02 0.5713295612
1938 4.880895e-01 0.1072636124 1.512646e+00 -1.087730e-01 0.5058980405
1939 3.250748e-01 -1.0522493151 4.880895e-01 -3.823931e-02 0.1072636124
1940 1.741737e+00 -0.7246175699 3.250748e-01 -8.103300e-02 -1.0522493151
1941 2.690500e+00 1.0697707655 1.741737e+00 7.975080e-03 -0.7246175699
1942 2.491030e+00 0.7511477080 2.690500e+00 -1.966138e-02 1.0697707655
1943 9.657593e-01 0.3624702504 2.491030e+00 -1.302782e-01 0.7511477080
1944 1.855339e+00 -0.4574388601 9.657593e-01 -2.291676e-01 0.3624702504
1945 1.025721e+00 0.2768877179 1.855339e+00 -3.482496e-01 -0.4574388601
1946 -7.993647e-01 -0.0521664517 1.025721e+00 -4.877476e-01 0.2768877179
1947 1.168293e+00 -0.0209916511 -7.993647e-01 -6.274949e-01 -0.0521664517
1948 2.209847e+00 0.8298551894 1.168293e+00 -5.556697e-01 -0.0209916511
1949 2.293631e+00 1.5985570229 2.209847e+00 -7.739700e-02 0.8298551894
1950 1.156722e+00 0.8533251914 2.293631e+00 -6.611383e-02 1.5985570229
1951 8.241495e-01 0.1652274053 1.156722e+00 -1.986872e-01 0.8533251914
1952 6.657350e-01 -1.0296090606 8.241495e-01 -1.235470e-01 0.1652274053
1953 -1.397757e+00 -1.3016477203 6.657350e-01 5.156667e-02 -1.0296090606
1954 -9.461396e-01 -0.7092079726 -1.397757e+00 -1.166660e-03 -1.3016477203
1955 -7.499348e-01 -0.6710395855 -9.461396e-01 -5.993164e-02 -0.7092079726
1956 -1.890416e-01 0.3947118694 -7.499348e-01 -1.644654e-01 -0.6710395855
1957 -1.460264e-01 0.7750918514 -1.890416e-01 -1.696398e-01 0.3947118694
1958 -6.815905e-01 -0.7208244382 -1.460264e-01 -2.038335e-01 0.7750918514
1959 -3.566694e-01 -1.0894694193 -6.815905e-01 -1.038081e-01 -0.7208244382
1960 -6.911495e-02 0.3435045923 -3.566694e-01 -2.154878e-01 -1.0894694193
1961 -1.036822e+00 0.1070265417 -6.911495e-02 -3.514341e-01 0.3435045923
1962 -4.472574e-01 -0.2990756143 -1.036822e+00 -4.714332e-01 0.1070265417
1963 -8.977110e-01 0.2148937227 -4.472574e-01 -5.955931e-01 -0.2990756143
1964 -6.687955e-01 -0.4823312865 -8.977110e-01 -6.710826e-01 0.2148937227
1965 -2.653497e-01 -0.3316728393 -6.687955e-01 -7.795979e-01 -0.4823312865
1966 -3.667428e-01 0.2159605409 -2.653497e-01 -8.995340e-01 -0.3316728393
1967 -3.457744e-01 -0.3979341076 -3.667428e-01 -9.851432e-01 0.2159605409
1968 -8.126390e-01 0.3010689321 -3.457744e-01 -1.082549e+00 -0.3979341076
1969 1.042471e-01 0.3548839872 -8.126390e-01 -1.160659e+00 0.3010689321
1970 2.355695e-01 1.5417785837 1.042471e-01 -4.687248e-01 0.3548839872
1971 -2.761377e-01 0.4011127790 2.355695e-01 -5.593121e-01 1.5417785837
1972 -6.178978e-01 0.0943432578 -2.761377e-01 -6.950656e-01 0.4011127790
1973 -2.469060e-01 0.0419506270 -6.178978e-01 -8.334914e-01 0.0943432578
1974 1.761646e-01 0.8495320598 -2.469060e-01 -7.188549e-01 0.0419506270
1975 6.588625e-01 -0.0636643820 1.761646e-01 -8.579838e-01 0.8495320598
1976 3.245741e-01 0.3017801442 6.588625e-01 -9.590177e-01 -0.0636643820
1977 1.073624e-01 -1.7827827615 3.245741e-01 -2.116478e-01 0.3017801442
1978 -1.011745e+00 -1.2950097399 1.073624e-01 -2.050179e-02 -1.7827827615
1979 -8.786854e-01 0.0319936565 -1.011745e+00 -1.596853e-01 -1.2950097399
1980 -7.045231e-01 0.0319936565 -8.786854e-01 -2.988068e-01 0.0319936565
1981 -9.588619e-01 -0.9960635527 -7.045231e-01 -2.221024e-01 0.0319936565
1982 -2.705148e-01 0.2271028651 -9.588619e-01 -3.475662e-01 -0.9960635527
1983 3.672171e-01 0.8773878703 -2.705148e-01 -2.949206e-01 0.2271028651
1984 3.017870e-01 0.9014505491 3.672171e-01 -2.398737e-01 0.8773878703
1985 5.970056e-01 0.7809000842 3.017870e-01 -2.356190e-01 0.9014505491
1986 -6.252410e-01 0.2823403446 5.970056e-01 -3.538462e-01 0.7809000842
1987 1.745824e+00 0.9905891426 -6.252410e-01 -2.530003e-01 0.2823403446
1988 2.402962e+00 1.8961993211 1.745824e+00 2.810649e-01 0.9905891426
1989 1.867240e+00 0.0088792606 2.402962e+00 1.414603e-01 1.8961993211
1990 2.380920e+00 1.2186511823 1.867240e+00 2.496732e-01 0.0088792606
1991 1.292918e+00 0.8456203928 2.380920e+00 2.274009e-01 1.2186511823
1992 1.157907e+00 1.0778311703 1.292918e+00 2.746348e-01 0.8456203928
1993 8.229685e-01 0.3560693408 1.157907e+00 1.575104e-01 1.0778311703
1994 5.639824e-01 -0.5375687660 8.229685e-01 6.373818e-02 0.3560693408
1995 8.689707e-01 -0.0006035685 5.639824e-01 -7.593095e-02 -0.5375687660
1996 1.188667e+00 0.8222689262 8.689707e-01 -7.480217e-02 -0.0006035685
1997 6.096851e-01 0.6786040654 1.188667e+00 -1.160826e-01 0.8222689262
1998 4.726627e-01 -0.4148846646 6.096851e-01 -2.228142e-01 0.6786040654
1999 7.020832e-01 -0.5347239173 4.726627e-01 -3.023185e-01 -0.4148846646
2000 5.073462e-01 -0.1005288801 7.020832e-01 -4.404966e-01 -0.5347239173
2001 7.141422e-01 0.4238715688 5.073462e-01 -5.268673e-01 -0.1005288801
2002 1.765112e-01 0.0683840131 7.141422e-01 -6.642715e-01 0.4238715688
2003 7.392744e-01 -0.1983205551 1.765112e-01 -7.938142e-01 0.0683840131
2004 9.665852e-01 0.1563372530 7.392744e-01 -9.223144e-01 -0.1983205551
2005 -6.512666e-02 0.0279634541 9.665852e-01 -1.061113e+00 0.1563372530
2006 -2.906093e-02 0.7355010399 -6.512666e-02 -9.706142e-01 0.0279634541
2007 1.508632e+00 0.3404226728 -2.906093e-02 -1.057797e+00 0.7355010399
2008 1.797471e+00 1.5506687360 1.508632e+00 -4.061160e-01 0.3404226728
2009 2.484843e-01 -0.1167682249 1.797471e+00 -5.434063e-01 1.5506687360
2010 -1.161233e+00 -0.3596471851 2.484843e-01 -6.494867e-01 -0.1167682249
2011 -1.928160e-01 -1.2067008940 -1.161233e+00 -3.996102e-01 -0.3596471851
2012 1.052513e+00 0.7187875537 -1.928160e-01 -4.008200e-01 -1.2067008940
2013 8.973594e-01 0.2906378200 1.052513e+00 -5.148860e-01 0.7187875537
2014 2.127181e-01 -0.0407870568 8.973594e-01 -6.545188e-01 0.2906378200
2015 3.808209e-01 -0.1370377721 2.127181e-01 -7.899168e-01 -0.0407870568
2016 1.174122e+00 0.0073383009 3.808209e-01 -9.293770e-01 -0.1370377721
2017 1.436903e+00 0.9632074736 1.174122e+00 -7.308688e-01 0.0073383009
2018 1.081240e+00 -0.4542384053 1.436903e+00 -8.078310e-01 0.9632074736
2019 1.183433e+00 0.2886227189 1.081240e+00 -9.132273e-01 -0.4542384053
2020 5.208602e-01 0.3144634281 1.183433e+00 -1.009471e+00 0.2886227189
2021 6.318432e-01 0.2758208996 5.208602e-01 -1.112513e+00 0.3144634281
2022 1.249702e+00 0.2094410959 6.318432e-01 -1.228222e+00 0.2758208996
2023 1.401227e+00 0.0459808294 1.249702e+00 -1.365737e+00 0.2094410959
2024 1.919208e+00 0.6451770928 1.401227e+00 -1.280414e+00 0.0459808294
2025 1.339828e+00 0.8866336286 1.919208e+00 -1.049971e+00 0.6451770928
2026 1.798511e+00 0.5707368844 1.339828e+00 -1.045351e+00 0.8866336286
2027 1.628542e+00 0.1391496253 1.798511e+00 -1.174015e+00 0.5707368844
2028 1.228100e+00 -0.8388856605 1.628542e+00 -1.027112e+00 0.1391496253
2029 1.673419e+00 0.5709739552 1.228100e+00 -1.024681e+00 -0.8388856605
2030 1.575856e+00 0.4384514186 1.673419e+00 -1.077127e+00 0.5709739552
2031 1.823253e+00 1.2429509319 1.575856e+00 -6.480060e-01 0.4384514186
2032 1.727235e+00 -0.4566091126 1.823253e+00 -7.280591e-01 1.2429509319
2033 1.536606e+00 0.2010250851 1.727235e+00 -8.510580e-01 -0.4566091126
2034 1.427467e+00 -0.2159823243 1.536606e+00 -9.766277e-01 0.2010250851
2035 2.342359e+00 0.2199907433 1.427467e+00 -1.092656e+00 -0.2159823243
2036 2.729929e+00 0.7272035645 2.342359e+00 -1.001833e+00 0.2199907433
2037 1.033329e+00 -0.3345176880 2.729929e+00 -1.100915e+00 0.7272035645
2038 1.064020e+00 0.1540850811 1.033329e+00 -1.226866e+00 -0.3345176880
2039 8.674002e-01 0.5494005190 1.064020e+00 -1.213800e+00 0.1540850811
2040 1.475840e+00 0.4453264697 8.674002e-01 -1.250455e+00 0.5494005190
2041 9.215929e-01 0.1429427569 1.475840e+00 -1.376655e+00 0.4453264697
2042 4.318042e-01 -0.3130627872 9.215929e-01 -1.469707e+00 0.1429427569
2043 7.228719e-01 -0.3967487539 4.318042e-01 -1.527624e+00 -0.3130627872
2044 2.157906e-01 -0.8947158168 7.228719e-01 -1.260048e+00 -0.3967487539
2045 5.335884e-03 -1.3206133785 2.157906e-01 -7.355770e-01 -0.8947158168
2046 2.228129e-01 0.1180503305 5.335884e-03 -8.686941e-01 -1.3206133785
2047 2.930872e-01 0.7422575557 2.228129e-01 -8.037106e-01 0.1180503305
2048 5.695712e-01 0.8368487759 2.930872e-01 -7.007850e-01 0.7422575557
2049 -6.458928e-01 -0.4451111823 5.695712e-01 -7.816349e-01 0.8368487759
2050 -7.438701e-02 0.4769754118 -6.458928e-01 -8.359355e-01 -0.4451111823
2051 -1.290933e-01 0.0434915868 -7.438701e-02 -9.741435e-01 0.4769754118
2052 5.773552e-01 -0.1042034764 -1.290933e-01 -1.111041e+00 0.0434915868
2053 1.638162e+00 1.1778750172 5.773552e-01 -7.179818e-01 -0.1042034764
2054 9.771893e-01 0.8587778182 1.638162e+00 -6.182049e-01 1.1778750172
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5923 -1.230844e+00 0.2976314065 -2.049225e+00 3.202879e-01 -0.3263387479
5924 -3.057375e-01 0.4471045001 -1.230844e+00 2.140916e-01 0.2976314065
5925 -1.366724e+00 0.6546599219 -3.057375e-01 1.489033e-01 0.4471045001
5926 -1.964196e+00 0.3203901963 -1.366724e+00 2.956074e-02 0.6546599219
5927 -2.255643e-02 -0.5412433623 -1.964196e+00 -5.894087e-02 0.3203901963
5928 7.048005e-01 -3.9398893097 -2.255643e-02 1.420407e+00 -0.5412433623
5929 -1.606444e-01 -1.1954400344 7.048005e-01 1.370843e+00 -3.9398893097
5930 -4.145799e-02 0.3261984292 -1.606444e-01 1.239531e+00 -1.1954400344
5931 -1.023145e+00 0.3406597435 -4.145799e-02 1.109887e+00 0.3261984292
5932 -9.516256e-01 -0.6841970109 -1.023145e+00 1.007226e+00 0.3406597435
5933 1.656657e+00 -1.8560376162 -9.516256e-01 1.146922e+00 -0.6841970109
5934 -7.815706e-02 -1.8023410965 1.656657e+00 1.247789e+00 -1.8560376162
5935 -9.531267e-02 0.4798202605 -7.815706e-02 1.127229e+00 -1.8023410965
5936 1.085271e+00 0.4857470287 -9.531267e-02 1.008971e+00 0.4798202605
5937 -2.088659e+00 -0.2740646525 1.085271e+00 8.751186e-01 0.4857470287
5938 -3.525142e-01 0.0542783049 -2.088659e+00 7.359503e-01 -0.2740646525
5939 -4.355193e-01 1.0415593490 -3.525142e-01 7.183704e-01 0.0542783049
5940 -9.237846e-01 0.1927276096 -4.355193e-01 5.838605e-01 1.0415593490
5941 -1.474416e+00 -0.4666846185 -9.237846e-01 4.691321e-01 0.1927276096
5942 -1.161699e-01 1.1915065840 -1.474416e+00 5.189210e-01 -0.4666846185
5943 -5.621645e-01 -2.4116128658 -1.161699e-01 9.818622e-01 1.1915065840
5944 1.513027e+00 -0.4916955802 -5.621645e-01 8.628148e-01 -2.4116128658
5945 -4.582294e-01 0.8159865519 1.513027e+00 7.933296e-01 -0.4916955802
5946 -1.495838e+00 -0.2931488461 -4.582294e-01 6.615948e-01 0.8159865519
5947 7.009844e-02 -0.8027323746 -1.495838e+00 5.931594e-01 -0.2931488461
5948 9.930140e-01 0.4037205570 7.009844e-02 4.759843e-01 -0.8027323746
5949 -1.776759e-01 0.4488825306 9.930140e-01 3.663343e-01 0.4037205570
5950 -1.030480e+00 0.1476841714 -1.776759e-01 2.308399e-01 0.4488825306
5951 -9.107414e-01 0.4277832358 -1.030480e+00 1.240850e-01 0.1476841714
5952 2.635174e-01 -0.2641076820 -9.107414e-01 -5.078109e-03 0.4277832358
5953 -1.223962e-01 1.8617055303 2.635174e-01 4.188816e-01 -0.2641076820
5954 4.379235e-01 1.5607442419 -1.223962e-01 5.977498e-01 1.8617055303
5955 -1.219615e+00 0.5587648127 4.379235e-01 4.996282e-01 1.5607442419
5956 -1.753779e-01 0.0060344119 -1.219615e+00 3.599797e-01 0.5587648127
5957 -9.027862e-01 0.6639056803 -1.753779e-01 2.889993e-01 0.0060344119
5958 -1.467621e+00 0.8649416571 -9.027862e-01 2.683355e-01 0.6639056803
5959 5.967660e-01 -0.4408439092 -1.467621e+00 1.567117e-01 0.8649416571
5960 -6.824625e-02 1.1452777922 5.967660e-01 2.363712e-01 -0.4408439092
5961 -1.571320e+00 -0.0297632680 -6.824625e-02 9.663678e-02 1.1452777922
5962 -1.568543e+00 0.3948304047 -1.571320e+00 -1.175683e-02 -0.0297632680
5963 4.305247e-01 -1.0318612325 -1.568543e+00 3.781784e-02 0.3948304047
5964 1.350493e-01 2.0182907457 4.305247e-01 5.227355e-01 -1.0318612325
5965 -8.519613e-01 0.0598494670 1.350493e-01 3.838591e-01 2.0182907457
5966 -1.952505e+00 -0.3560911242 -8.519613e-01 2.606095e-01 0.0598494670
5967 4.930577e-01 -0.1352597417 -1.952505e+00 1.229765e-01 -0.3560911242
5968 2.505384e-01 -1.7811232664 4.930577e-01 4.485707e-01 -0.1352597417
5969 1.735250e+00 -0.5947028113 2.505384e-01 3.543573e-01 -1.7811232664
5970 1.357018e+00 3.6397359855 1.735250e+00 1.444128e+00 -0.5947028113
5971 4.261265e-02 -1.2599232723 1.357018e+00 1.402648e+00 3.6397359855
5972 -1.612477e-01 -0.7162015591 4.261265e-02 1.295635e+00 -1.2599232723
5973 -1.849378e-01 -0.3038170288 -1.612477e-01 1.161817e+00 -0.7162015591
5974 3.050545e+00 -0.3132998579 -1.849378e-01 1.029074e+00 -0.3038170288
5975 3.567995e+00 -5.6131345035 3.050545e+00 2.408009e+00 -0.3132998579
5976 7.722762e-01 -2.3019676544 3.567995e+00 2.425696e+00 -5.6131345035
5977 -1.123271e-01 0.5746485514 7.722762e-01 2.297150e+00 -2.3019676544
5978 3.551067e-01 0.5783231477 -1.123271e-01 2.169891e+00 0.5746485514
5979 5.566649e-01 -0.4983335606 3.551067e-01 2.038877e+00 0.5783231477
5980 1.680368e+00 0.2975128711 5.566649e-01 1.903427e+00 -0.4983335606
5981 1.814477e+00 -0.7925383333 1.680368e+00 1.791366e+00 0.2975128711
5982 1.431828e+00 2.0323964540 1.814477e+00 1.851431e+00 -0.7925383333
5983 7.406138e-01 0.2668122119 1.431828e+00 1.715727e+00 2.0323964540
5984 8.884456e-01 0.3398299960 7.406138e-01 1.583009e+00 0.2668122119
5985 -1.058188e+00 -2.3261488686 8.884456e-01 1.728323e+00 0.3398299960
5986 -1.772950e-01 0.0547524463 -1.058188e+00 1.588884e+00 -2.3261488686
5987 2.939816e-01 -0.9955894113 -1.772950e-01 1.504550e+00 0.0547524463
5988 1.382758e+00 0.8107709959 2.939816e-01 1.408020e+00 -0.9955894113
5989 -1.052261e+00 1.0032724265 1.382758e+00 1.338049e+00 0.8107709959
5990 6.813116e-01 -0.1333631758 -1.052261e+00 1.199211e+00 1.0032724265
5991 -1.319849e+00 -0.4897990144 6.813116e-01 1.076912e+00 -0.1333631758
5992 1.613072e+00 0.6631944681 -1.319849e+00 9.775711e-01 -0.4897990144
5993 1.385565e+00 -0.0209916511 1.613072e+00 8.378238e-01 0.6631944681
5994 9.001495e-01 1.2607312364 1.385565e+00 8.601876e-01 -0.0209916511
5995 -1.115304e+00 -0.4838722462 9.001495e-01 7.423697e-01 1.2607312364
5996 -3.657981e+00 -0.2619740454 -1.115304e+00 6.091595e-01 -0.4838722462
5997 4.778791e-01 0.3222867622 -3.657981e+00 4.840244e-01 -0.2619740454
5998 -7.065002e-01 0.0995588138 4.778791e-01 3.462676e-01 0.3222867622
5999 1.004414e+00 2.0345300905 -7.065002e-01 7.304236e-01 0.0995588138
6000 1.017842e+00 0.2698941314 1.004414e+00 6.002699e-01 2.0345300905
6001 -3.243737e-01 0.0338902223 1.017842e+00 4.609005e-01 0.2698941314
6002 -2.516132e-01 -1.7118986140 -3.243737e-01 6.697979e-01 0.0338902223
6003 -3.363642e-01 -0.3710265800 -2.516132e-01 5.445681e-01 -1.7118986140
6004 7.219562e-01 0.1542036165 -3.363642e-01 4.088313e-01 -0.3710265800
6005 -2.170281e-01 1.7086763758 7.219562e-01 6.444790e-01 0.1542036165
6006 1.247823e+00 -0.1871782310 -2.170281e-01 5.080794e-01 1.7086763758
6007 4.624138e-01 0.5893469365 1.247823e+00 4.175519e-01 -0.1871782310
6008 5.047530e-01 0.2137083690 4.624138e-01 2.857165e-01 0.5893469365
6009 2.091966e+00 0.3848734342 5.047530e-01 1.719323e-01 0.2137083690
6010 5.189559e-01 1.6676631399 2.091966e+00 4.524673e-01 0.3848734342
6011 4.820857e-01 -0.0625975637 5.189559e-01 3.129638e-01 1.6676631399
6012 6.836053e-01 1.0191561652 4.820857e-01 3.320173e-01 -0.0625975637
6013 1.614134e+00 -0.1349041356 6.836053e-01 1.942638e-01 1.0191561652
6014 1.301969e+00 0.3916299499 1.614134e+00 8.324246e-02 -0.1349041356
6015 -9.187977e-03 -0.4869541657 1.301969e+00 -1.685458e-02 0.3916299499
6016 2.436915e-01 -0.3385478904 -9.187977e-03 -1.365979e-01 -0.4869541657
6017 -5.774030e-01 0.3404226728 2.436915e-01 -2.480742e-01 -0.3385478904
6018 -3.603496e-01 0.2080186716 -5.774030e-01 -3.753933e-01 0.3404226728
6019 9.835012e-01 -0.1616931278 -3.603496e-01 -5.099602e-01 0.2080186716
6020 -7.154909e-01 -2.0093038415 9.835012e-01 1.764401e-01 -0.1616931278
6021 -1.225503e-01 0.7018369967 -7.154909e-01 1.240409e-01 -2.0093038415
6022 1.152648e+00 -0.8507391968 -1.225503e-01 1.026427e-01 0.7018369967
6023 1.330987e+00 -2.8129736072 1.152648e+00 9.302933e-01 -0.8507391968
6024 1.682178e+00 0.5918361792 1.330987e+00 8.268162e-01 -2.8129736072
6025 2.024675e+00 2.1670526271 1.682178e+00 1.116191e+00 0.5918361792
6026 1.007238e+00 2.0565776682 2.024675e+00 1.300675e+00 2.1670526271
6027 1.101549e+00 0.7595637188 1.007238e+00 1.205289e+00 2.0565776682
6028 -2.813713e-01 0.3546469164 1.101549e+00 1.076721e+00 0.7595637188
6029 -3.472020e+00 0.2663380705 -2.813713e-01 9.441890e-01 0.3546469164
6030 -7.353639e-01 -0.1775768665 -3.472020e+00 8.068149e-01 0.2663380705
6031 1.903828e+00 -0.1256583772 -7.353639e-01 6.682449e-01 -0.1775768665
6032 1.184619e+00 2.6164201908 1.903828e+00 1.172873e+00 -0.1256583772
6033 -4.935463e-01 -0.5251225528 1.184619e+00 1.053690e+00 2.6164201908
6034 -5.371008e-01 -0.4832795694 -4.935463e-01 9.328718e-01 -0.5251225528
6035 -5.388810e-01 -0.9184228895 -5.371008e-01 8.695681e-01 -0.4832795694
6036 -1.271489e+00 0.2988167601 -5.388810e-01 7.402580e-01 -0.9184228895
6037 -1.256527e-01 -0.8442197518 -1.271489e+00 6.749543e-01 0.2988167601
6038 4.513391e-01 0.9661708577 -1.256527e-01 6.460809e-01 -0.8442197518
6039 -1.040937e-01 -0.5915023565 4.513391e-01 5.452276e-01 0.9661708577
6040 2.071465e-01 -0.7249731760 -1.040937e-01 4.687946e-01 -0.5915023565
6041 6.251718e-01 0.6311899199 2.071465e-01 3.867376e-01 -0.7249731760
6042 -1.499034e-01 0.7991545302 6.251718e-01 3.426560e-01 0.6311899199
6043 1.429916e-01 -1.1188661895 -1.499034e-01 3.750145e-01 0.7991545302
6044 4.258050e+00 -0.3607140034 1.429916e-01 2.523290e-01 -1.1188661895
6045 1.602537e+00 0.9681859589 4.258050e+00 2.633839e-01 -0.3607140034
6046 1.964683e+00 -0.1851631298 1.602537e+00 1.279933e-01 0.9681859589
6047 -9.746823e-01 -0.7499841377 1.964683e+00 8.024378e-02 -0.1851631298
6048 -5.623349e+00 0.7511477080 -9.746823e-01 4.688244e-02 -0.7499841377
6049 -1.552954e+00 0.1953353876 -5.623349e+00 -8.397617e-02 0.7511477080
6050 -1.614579e+00 -1.1488556365 -1.552954e+00 1.996524e-02 0.1953353876
6051 -1.098276e+00 -0.2387411142 -1.614579e+00 -1.105902e-01 -1.1488556365
L2.log_volume L2.log_volatility L3.DJ_return L3.log_volume
6 9.350983e-01 -2.366325e+00 0.4347768223 2.283601e+00
7 2.247600e-01 -2.500763e+00 -0.4313610801 9.350983e-01
8 6.058680e-01 -1.365915e+00 0.0463364355 2.247600e-01
9 -1.365982e-02 -1.505543e+00 -1.3040184276 6.058680e-01
10 4.254846e-02 -1.551386e+00 -0.0062932660 -1.365982e-02
11 -4.198016e-01 -1.597475e+00 0.3770501002 4.254846e-02
12 -5.560194e-01 -1.564257e+00 -0.4116842098 -4.198016e-01
13 -1.767302e-01 -1.565703e+00 0.5087428892 -5.560194e-01
14 -1.499933e-01 -1.192987e+00 -0.4975038131 -1.767302e-01
15 2.651649e-01 -7.225914e-01 -1.0075614830 -1.499933e-01
16 4.833866e-01 -8.352348e-01 1.2424767904 2.651649e-01
17 -3.450811e-01 -9.192936e-01 0.2626634742 4.833866e-01
18 -7.188116e-01 -1.036837e+00 -0.4127510280 -3.450811e-01
19 -4.693299e-01 -9.714978e-01 0.2171458946 -7.188116e-01
20 -1.114498e-01 -1.095464e+00 0.6960287638 -4.693299e-01
21 3.932693e-01 -1.223945e+00 -0.2176418194 -1.114498e-01
22 1.519266e+00 -1.356337e+00 0.1373715948 3.932693e-01
23 -1.735747e+00 -1.060551e+00 0.1008627028 1.519266e+00
24 7.572431e-01 -1.328436e-01 -0.9901367845 -1.735747e+00
25 1.439655e+00 -1.189201e-01 1.9112533123 7.572431e-01
26 5.832435e-01 -2.586112e-01 0.8431311502 1.439655e+00
27 1.410355e+00 -6.964637e-03 -0.0371124605 5.832435e-01
28 1.164921e+00 -1.248692e-01 1.3566263456 1.410355e+00
29 6.372308e-01 -2.491699e-01 -0.3540760230 1.164921e+00
30 5.219771e-01 -3.567952e-01 0.2466612001 6.372308e-01
31 1.055859e+00 -3.660875e-01 0.3484830775 5.219771e-01
32 6.349842e-01 9.930104e-01 0.7074081588 1.055859e+00
33 3.665067e-01 1.206074e+00 -3.2898413753 6.349842e-01
34 1.240544e+00 1.105064e+00 2.0595410523 3.665067e-01
35 8.180687e-01 9.658810e-01 0.6821601263 1.240544e+00
36 1.594112e-01 8.477715e-01 -0.1020698398 8.180687e-01
37 8.365594e-01 7.082945e-01 0.4574170768 1.594112e-01
38 8.256002e-01 5.833935e-01 0.0298600200 8.365594e-01
39 7.901122e-01 4.450014e-01 0.3381705009 8.256002e-01
40 7.345116e-01 3.367618e-01 -0.1242359528 7.901122e-01
41 6.715163e-01 2.430836e-01 0.4543351573 7.345116e-01
42 3.188099e-01 1.068214e-01 0.5323314266 6.715163e-01
43 -3.428645e-01 1.058432e-01 0.1246883109 3.188099e-01
44 2.103560e-01 6.322132e-02 -0.9172375359 -3.428645e-01
45 1.876458e-01 -7.587068e-02 0.7225806853 2.103560e-01
46 -4.762067e-01 -2.068702e-01 0.0380389600 1.876458e-01
47 -6.374018e-02 -3.431049e-01 -0.2259392949 -4.762067e-01
48 2.200913e-01 -4.714022e-01 -0.1445055000 -6.374018e-02
49 1.069772e-01 -5.143205e-01 0.1910681146 2.200913e-01
50 -2.667319e-01 -6.479828e-01 -0.6181728133 1.069772e-01
51 -2.789021e-01 -5.466178e-01 0.1237400280 -2.667319e-01
52 -4.777772e-01 -6.543307e-01 -0.9275501125 -2.789021e-01
53 7.490868e-01 -5.598773e-01 0.3087737307 -4.777772e-01
54 1.285948e+00 -6.131677e-01 0.8690903948 7.490868e-01
55 2.402681e-01 -7.392633e-01 0.5236783450 1.285948e+00
56 5.025962e-01 -7.960824e-01 0.1882232658 2.402681e-01
57 -5.578501e-02 -8.882279e-01 0.4773310178 5.025962e-01
58 -7.128454e-02 -7.878946e-01 -0.3879771370 -5.578501e-02
59 -2.300585e-01 -9.257369e-01 -0.8470646006 -7.128454e-02
60 -5.709327e-01 -5.711399e-01 -0.0940094351 -2.300585e-01
61 -5.889057e-01 -7.066894e-01 -1.2498477664 -5.709327e-01
62 -5.876561e-01 -6.520297e-01 0.0967139651 -5.889057e-01
63 -1.509219e-01 -2.763049e-01 -0.8099630317 -5.876561e-01
64 -3.611027e-01 -3.374429e-01 -1.4181679828 -1.509219e-01
65 -6.830198e-01 -1.005443e-01 -0.5981403368 -3.611027e-01
66 -1.149290e+00 -2.401947e-01 1.2870460872 -6.830198e-01
67 -1.390859e+00 -3.736439e-01 0.0003447144 -1.149290e+00
68 -1.067316e+00 -4.244668e-01 0.1423500801 -1.390859e+00
69 -1.067406e+00 -5.557805e-01 0.5719222381 -1.067316e+00
70 -1.307858e+00 -6.722097e-01 0.1553889701 -1.067406e+00
71 -1.089298e+00 -7.979440e-01 0.2589888779 -1.307858e+00
72 -2.120042e-01 -8.723754e-01 0.1863267000 -1.089298e+00
73 -8.632415e-01 -8.423396e-01 0.4101214666 -2.120042e-01
74 -1.022820e+00 -9.066204e-01 -0.7103933262 -8.632415e-01
75 -1.190824e+00 -9.569113e-01 0.4356065698 -1.022820e+00
76 -1.253828e+00 -1.068593e+00 -0.5074607836 -1.190824e+00
77 -5.858032e-01 -8.982941e-01 -0.2852069767 -1.253828e+00
78 -1.160779e+00 -1.009671e+00 0.8681421119 -5.858032e-01
79 -4.415531e-01 -1.084785e+00 -0.2926747046 -1.160779e+00
80 -5.715361e-01 -1.222952e+00 0.3749164636 -4.415531e-01
81 -1.342584e-01 -1.290859e+00 0.0383945661 -5.715361e-01
82 2.833699e-02 -1.161665e+00 0.3646038870 -1.342584e-01
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1937 3.477335e-01 1.183574e-01 -1.0540273456 -5.322524e-01
1938 1.409995e+00 2.779988e-02 0.5713295612 3.477335e-01
1939 1.512646e+00 -1.087730e-01 0.5058980405 1.409995e+00
1940 4.880895e-01 -3.823931e-02 0.1072636124 1.512646e+00
1941 3.250748e-01 -8.103300e-02 -1.0522493151 4.880895e-01
1942 1.741737e+00 7.975080e-03 -0.7246175699 3.250748e-01
1943 2.690500e+00 -1.966138e-02 1.0697707655 1.741737e+00
1944 2.491030e+00 -1.302782e-01 0.7511477080 2.690500e+00
1945 9.657593e-01 -2.291676e-01 0.3624702504 2.491030e+00
1946 1.855339e+00 -3.482496e-01 -0.4574388601 9.657593e-01
1947 1.025721e+00 -4.877476e-01 0.2768877179 1.855339e+00
1948 -7.993647e-01 -6.274949e-01 -0.0521664517 1.025721e+00
1949 1.168293e+00 -5.556697e-01 -0.0209916511 -7.993647e-01
1950 2.209847e+00 -7.739700e-02 0.8298551894 1.168293e+00
1951 2.293631e+00 -6.611383e-02 1.5985570229 2.209847e+00
1952 1.156722e+00 -1.986872e-01 0.8533251914 2.293631e+00
1953 8.241495e-01 -1.235470e-01 0.1652274053 1.156722e+00
1954 6.657350e-01 5.156667e-02 -1.0296090606 8.241495e-01
1955 -1.397757e+00 -1.166660e-03 -1.3016477203 6.657350e-01
1956 -9.461396e-01 -5.993164e-02 -0.7092079726 -1.397757e+00
1957 -7.499348e-01 -1.644654e-01 -0.6710395855 -9.461396e-01
1958 -1.890416e-01 -1.696398e-01 0.3947118694 -7.499348e-01
1959 -1.460264e-01 -2.038335e-01 0.7750918514 -1.890416e-01
1960 -6.815905e-01 -1.038081e-01 -0.7208244382 -1.460264e-01
1961 -3.566694e-01 -2.154878e-01 -1.0894694193 -6.815905e-01
1962 -6.911495e-02 -3.514341e-01 0.3435045923 -3.566694e-01
1963 -1.036822e+00 -4.714332e-01 0.1070265417 -6.911495e-02
1964 -4.472574e-01 -5.955931e-01 -0.2990756143 -1.036822e+00
1965 -8.977110e-01 -6.710826e-01 0.2148937227 -4.472574e-01
1966 -6.687955e-01 -7.795979e-01 -0.4823312865 -8.977110e-01
1967 -2.653497e-01 -8.995340e-01 -0.3316728393 -6.687955e-01
1968 -3.667428e-01 -9.851432e-01 0.2159605409 -2.653497e-01
1969 -3.457744e-01 -1.082549e+00 -0.3979341076 -3.667428e-01
1970 -8.126390e-01 -1.160659e+00 0.3010689321 -3.457744e-01
1971 1.042471e-01 -4.687248e-01 0.3548839872 -8.126390e-01
1972 2.355695e-01 -5.593121e-01 1.5417785837 1.042471e-01
1973 -2.761377e-01 -6.950656e-01 0.4011127790 2.355695e-01
1974 -6.178978e-01 -8.334914e-01 0.0943432578 -2.761377e-01
1975 -2.469060e-01 -7.188549e-01 0.0419506270 -6.178978e-01
1976 1.761646e-01 -8.579838e-01 0.8495320598 -2.469060e-01
1977 6.588625e-01 -9.590177e-01 -0.0636643820 1.761646e-01
1978 3.245741e-01 -2.116478e-01 0.3017801442 6.588625e-01
1979 1.073624e-01 -2.050179e-02 -1.7827827615 3.245741e-01
1980 -1.011745e+00 -1.596853e-01 -1.2950097399 1.073624e-01
1981 -8.786854e-01 -2.988068e-01 0.0319936565 -1.011745e+00
1982 -7.045231e-01 -2.221024e-01 0.0319936565 -8.786854e-01
1983 -9.588619e-01 -3.475662e-01 -0.9960635527 -7.045231e-01
1984 -2.705148e-01 -2.949206e-01 0.2271028651 -9.588619e-01
1985 3.672171e-01 -2.398737e-01 0.8773878703 -2.705148e-01
1986 3.017870e-01 -2.356190e-01 0.9014505491 3.672171e-01
1987 5.970056e-01 -3.538462e-01 0.7809000842 3.017870e-01
1988 -6.252410e-01 -2.530003e-01 0.2823403446 5.970056e-01
1989 1.745824e+00 2.810649e-01 0.9905891426 -6.252410e-01
1990 2.402962e+00 1.414603e-01 1.8961993211 1.745824e+00
1991 1.867240e+00 2.496732e-01 0.0088792606 2.402962e+00
1992 2.380920e+00 2.274009e-01 1.2186511823 1.867240e+00
1993 1.292918e+00 2.746348e-01 0.8456203928 2.380920e+00
1994 1.157907e+00 1.575104e-01 1.0778311703 1.292918e+00
1995 8.229685e-01 6.373818e-02 0.3560693408 1.157907e+00
1996 5.639824e-01 -7.593095e-02 -0.5375687660 8.229685e-01
1997 8.689707e-01 -7.480217e-02 -0.0006035685 5.639824e-01
1998 1.188667e+00 -1.160826e-01 0.8222689262 8.689707e-01
1999 6.096851e-01 -2.228142e-01 0.6786040654 1.188667e+00
2000 4.726627e-01 -3.023185e-01 -0.4148846646 6.096851e-01
2001 7.020832e-01 -4.404966e-01 -0.5347239173 4.726627e-01
2002 5.073462e-01 -5.268673e-01 -0.1005288801 7.020832e-01
2003 7.141422e-01 -6.642715e-01 0.4238715688 5.073462e-01
2004 1.765112e-01 -7.938142e-01 0.0683840131 7.141422e-01
2005 7.392744e-01 -9.223144e-01 -0.1983205551 1.765112e-01
2006 9.665852e-01 -1.061113e+00 0.1563372530 7.392744e-01
2007 -6.512666e-02 -9.706142e-01 0.0279634541 9.665852e-01
2008 -2.906093e-02 -1.057797e+00 0.7355010399 -6.512666e-02
2009 1.508632e+00 -4.061160e-01 0.3404226728 -2.906093e-02
2010 1.797471e+00 -5.434063e-01 1.5506687360 1.508632e+00
2011 2.484843e-01 -6.494867e-01 -0.1167682249 1.797471e+00
2012 -1.161233e+00 -3.996102e-01 -0.3596471851 2.484843e-01
2013 -1.928160e-01 -4.008200e-01 -1.2067008940 -1.161233e+00
2014 1.052513e+00 -5.148860e-01 0.7187875537 -1.928160e-01
2015 8.973594e-01 -6.545188e-01 0.2906378200 1.052513e+00
2016 2.127181e-01 -7.899168e-01 -0.0407870568 8.973594e-01
2017 3.808209e-01 -9.293770e-01 -0.1370377721 2.127181e-01
2018 1.174122e+00 -7.308688e-01 0.0073383009 3.808209e-01
2019 1.436903e+00 -8.078310e-01 0.9632074736 1.174122e+00
2020 1.081240e+00 -9.132273e-01 -0.4542384053 1.436903e+00
2021 1.183433e+00 -1.009471e+00 0.2886227189 1.081240e+00
2022 5.208602e-01 -1.112513e+00 0.3144634281 1.183433e+00
2023 6.318432e-01 -1.228222e+00 0.2758208996 5.208602e-01
2024 1.249702e+00 -1.365737e+00 0.2094410959 6.318432e-01
2025 1.401227e+00 -1.280414e+00 0.0459808294 1.249702e+00
2026 1.919208e+00 -1.049971e+00 0.6451770928 1.401227e+00
2027 1.339828e+00 -1.045351e+00 0.8866336286 1.919208e+00
2028 1.798511e+00 -1.174015e+00 0.5707368844 1.339828e+00
2029 1.628542e+00 -1.027112e+00 0.1391496253 1.798511e+00
2030 1.228100e+00 -1.024681e+00 -0.8388856605 1.628542e+00
2031 1.673419e+00 -1.077127e+00 0.5709739552 1.228100e+00
2032 1.575856e+00 -6.480060e-01 0.4384514186 1.673419e+00
2033 1.823253e+00 -7.280591e-01 1.2429509319 1.575856e+00
2034 1.727235e+00 -8.510580e-01 -0.4566091126 1.823253e+00
2035 1.536606e+00 -9.766277e-01 0.2010250851 1.727235e+00
2036 1.427467e+00 -1.092656e+00 -0.2159823243 1.536606e+00
2037 2.342359e+00 -1.001833e+00 0.2199907433 1.427467e+00
2038 2.729929e+00 -1.100915e+00 0.7272035645 2.342359e+00
2039 1.033329e+00 -1.226866e+00 -0.3345176880 2.729929e+00
2040 1.064020e+00 -1.213800e+00 0.1540850811 1.033329e+00
2041 8.674002e-01 -1.250455e+00 0.5494005190 1.064020e+00
2042 1.475840e+00 -1.376655e+00 0.4453264697 8.674002e-01
2043 9.215929e-01 -1.469707e+00 0.1429427569 1.475840e+00
2044 4.318042e-01 -1.527624e+00 -0.3130627872 9.215929e-01
2045 7.228719e-01 -1.260048e+00 -0.3967487539 4.318042e-01
2046 2.157906e-01 -7.355770e-01 -0.8947158168 7.228719e-01
2047 5.335884e-03 -8.686941e-01 -1.3206133785 2.157906e-01
2048 2.228129e-01 -8.037106e-01 0.1180503305 5.335884e-03
2049 2.930872e-01 -7.007850e-01 0.7422575557 2.228129e-01
2050 5.695712e-01 -7.816349e-01 0.8368487759 2.930872e-01
2051 -6.458928e-01 -8.359355e-01 -0.4451111823 5.695712e-01
2052 -7.438701e-02 -9.741435e-01 0.4769754118 -6.458928e-01
2053 -1.290933e-01 -1.111041e+00 0.0434915868 -7.438701e-02
2054 5.773552e-01 -7.179818e-01 -0.1042034764 -1.290933e-01
2055 1.638162e+00 -6.182049e-01 1.1778750172 5.773552e-01
2056 9.771893e-01 -7.558481e-01 0.8587778182 1.638162e+00
2057 1.195873e+00 -8.941973e-01 0.0607977499 9.771893e-01
2058 4.361605e-01 -9.656677e-01 0.0423062331 1.195873e+00
2059 1.017479e+00 -1.018010e+00 -0.4462965360 4.361605e-01
2060 -2.817778e-01 -1.148838e+00 0.4491196013 1.017479e+00
2061 7.822212e-01 -6.714217e-01 -0.1660789362 -2.817778e-01
2062 1.451089e+00 -5.992882e-01 1.2729403789 7.822212e-01
2063 2.921072e-01 -7.370330e-01 0.8165792287 1.451089e+00
2064 4.779348e-01 -8.319882e-01 -0.1013586276 2.921072e-01
2065 -2.534790e-01 -8.801091e-01 0.3429119154 4.779348e-01
2066 -5.151994e-01 -9.854370e-01 -0.5276117954 -2.534790e-01
2067 7.767703e-02 -1.104742e+00 -0.3226641516 -5.151994e-01
2068 -1.215874e-01 -6.776026e-01 -0.2438381348 7.767703e-02
2069 -1.079494e-01 -8.055697e-01 -1.2691690306 -1.215874e-01
2070 -2.077806e-01 -9.014536e-01 0.1686649308 -1.079494e-01
2071 -7.725807e-01 -1.041201e+00 0.3298730254 -2.077806e-01
2072 -2.559224e-01 -1.180888e+00 -0.0209916511 -7.725807e-01
2073 2.924838e-01 -1.312716e+00 -0.0328451874 -2.559224e-01
2074 -8.808635e-01 -1.450274e+00 0.1075006832 2.924838e-01
2075 -5.683352e-01 -1.582884e+00 -0.0852378182 -8.808635e-01
2076 -1.518719e-01 -1.677289e+00 -0.1312295393 -5.683352e-01
2077 7.744586e-01 -1.256410e+00 0.2451202404 -1.518719e-01
2078 1.212622e+00 -1.139595e+00 0.9780243940 7.744586e-01
2079 1.893576e-01 -1.251666e+00 0.7247143219 1.212622e+00
2080 5.854216e-01 -1.099592e+00 0.2239024103 1.893576e-01
2081 1.314875e+00 -1.236313e+00 0.7812556903 5.854216e-01
2082 5.349647e-01 -1.167154e+00 0.0607977499 1.314875e+00
2083 1.135946e+00 -1.085120e+00 0.6507482549 5.349647e-01
2084 2.220598e-01 -1.195538e+00 0.6911688139 1.135946e+00
2085 7.977816e-02 -8.599730e-01 0.2364671588 2.220598e-01
2086 1.035495e-01 -8.883615e-01 1.0632513205 7.977816e-02
2087 -1.102730e-01 -9.711463e-01 -0.5757371531 1.035495e-01
2088 3.944290e-01 -1.107706e+00 -0.4094320379 -1.102730e-01
2089 5.805432e-01 -9.229361e-01 -0.1091819616 3.944290e-01
2090 3.032633e-01 -9.762608e-01 0.8778620117 5.805432e-01
2091 8.082777e-01 -1.055567e+00 -0.4959628533 3.032633e-01
2092 1.465074e+00 -1.103585e+00 0.3663819174 8.082777e-01
2093 6.048624e-01 -1.193864e+00 0.4449708636 1.465074e+00
2094 -4.379448e-02 -1.052617e+00 -0.3543130937 6.048624e-01
2095 -4.199428e-01 -6.909535e-01 -0.8238316693 -4.379448e-02
2096 -1.221480e-01 -6.490358e-01 -1.2024336209 -4.199428e-01
2097 -1.362568e-01 -7.777448e-01 0.7443911922 -1.221480e-01
2098 3.332653e-01 -8.817576e-01 0.1645161931 -1.362568e-01
2099 -3.444435e-01 -1.020422e+00 -0.3404444562 3.332653e-01
2100 -1.421683e+00 -1.032650e+00 -0.0740954940 -3.444435e-01
2101 -3.700327e-02 -1.027863e+00 -0.5814268506 -1.421683e+00
2102 -7.143056e-01 -1.167308e+00 0.5748856222 -3.700327e-02
2103 -6.600391e-02 -1.297532e+00 0.0055602704 -7.143056e-01
2104 -3.771072e-01 -1.436620e+00 -0.1626414107 -6.600391e-02
2105 -4.973249e-01 -3.293436e-01 -0.0564337248 -3.771072e-01
2106 -7.746809e-02 -4.379182e-01 -1.9049927214 -4.973249e-01
2107 -1.817148e+00 -5.677016e-01 -0.3739899641 -7.746809e-02
2108 -1.271112e+00 -6.517494e-01 0.1698502845 -1.817148e+00
2109 -1.676171e+00 -7.789254e-01 0.4123736386 -1.271112e+00
2110 -1.667185e+00 -5.306574e-01 -0.2188271731 -1.676171e+00
2111 -4.484898e-01 -4.766850e-01 -1.1475517475 -1.667185e+00
2112 -1.180939e+00 -6.160531e-01 -0.8625927332 -4.484898e-01
2113 -1.487939e+00 -7.536687e-01 -0.0576190784 -1.180939e+00
2114 -1.773259e+00 -8.691036e-01 -0.1033737288 -1.487939e+00
2115 -1.749390e+00 -8.056233e-01 0.2444090282 -1.773259e+00
2116 -5.894739e-02 -7.452771e-01 0.7390571009 -1.749390e+00
2117 1.787407e-01 -8.689157e-01 0.7510291726 -5.894739e-02
2118 -9.504274e-01 -1.004129e+00 0.1953353876 1.787407e-01
2119 -1.118517e+00 -1.138136e+00 0.0882979542 -9.504274e-01
2120 -1.166925e+00 -8.521895e-01 0.0958842175 -1.118517e+00
2121 -9.598504e-01 -9.514890e-01 -1.0592429016 -1.166925e+00
2122 -1.529396e+00 -1.010446e+00 -0.3518238511 -9.598504e-01
2123 -1.581976e+00 -1.148353e+00 0.4327617211 -1.529396e+00
2124 -1.830345e+00 -7.875175e-01 0.0450325465 -1.581976e+00
2125 -1.124680e+00 -9.256792e-01 -1.1594052839 -1.830345e+00
2126 -8.744960e-01 -1.052425e+00 -0.0876085255 -1.124680e+00
2127 -9.574454e-01 -1.152005e+00 0.1604859907 -8.744960e-01
2128 -6.274577e-01 7.698110e-02 -0.3266943540 -9.574454e-01
2129 -2.217011e-01 3.871809e-01 -2.2776679048 -6.274577e-01
2130 -5.597681e-01 2.594122e-01 -1.7167585639 -2.217011e-01
2131 -1.326755e+00 1.926640e-01 -0.3066618775 -5.597681e-01
2132 -1.759185e+00 6.774512e-02 0.6589271950 -1.326755e+00
2133 -2.033495e+00 -7.084951e-02 -0.3165003127 -1.759185e+00
2134 -2.325525e+00 -1.624888e-01 -0.0993435265 -2.033495e+00
2135 -6.475574e-01 3.998454e-03 -0.5060383593 -2.325525e+00
2136 -3.609144e-01 1.140291e-01 1.2214960310 -6.475574e-01
2137 -1.059463e+00 -1.434237e-02 1.1606873895 -3.609144e-01
2138 -2.179568e+00 -1.259429e-01 0.2301847846 -1.059463e+00
2139 -1.954213e+00 -2.487046e-01 -0.3985267844 -2.179568e+00
2140 -5.284395e-01 -3.358669e-01 0.2595815548 -1.954213e+00
2141 -6.954340e-01 -3.647903e-01 0.4536239451 -5.284395e-01
2142 -1.083466e+00 -5.015920e-01 0.6532374976 -6.954340e-01
2143 -1.279328e+00 -6.286782e-01 0.0855716409 -1.083466e+00
2144 -7.599526e-01 -2.253135e-01 0.1891715487 -1.279328e+00
2145 -4.973549e-01 -3.594148e-01 -1.4757761695 -7.599526e-01
2146 -8.880227e-01 -4.742578e-01 -0.1765100482 -4.973549e-01
2147 -6.323617e-01 -6.133540e-01 -0.3326211222 -8.880227e-01
2148 -1.446845e+00 -7.282018e-01 -0.0689984734 -6.323617e-01
2149 -1.038897e+00 -6.711956e-01 -0.3041726349 -1.446845e+00
2150 -1.239959e+00 -7.986627e-01 0.7666758406 -1.038897e+00
2151 -1.010504e+00 -8.318433e-01 -0.2151525768 -1.239959e+00
2152 -1.071270e+00 -9.636318e-01 -0.5758556885 -1.010504e+00
2153 -1.997596e+00 -1.094771e+00 0.1259921999 -1.071270e+00
2154 -1.330239e+00 -7.815849e-01 0.1244512402 -1.997596e+00
2155 -5.043814e-01 -5.031218e-01 -1.1155471993 -1.330239e+00
2156 -3.007222e-01 -1.443541e-01 -1.1963883173 -5.043814e-01
2157 -7.763636e-01 -2.472293e-01 -1.4693752599 -3.007222e-01
2158 -1.169295e+00 -2.097695e-01 -0.4331391106 -7.763636e-01
2159 -6.025223e-01 3.841213e-01 0.8718167082 -1.169295e+00
2160 -3.358413e-02 3.177919e-01 -2.0793582414 -6.025223e-01
2161 -1.047747e+00 2.390297e-01 -0.7357598941 -3.358413e-02
2162 -2.049932e+00 1.035892e-01 0.6128169385 -1.047747e+00
2163 -2.695717e+00 1.731867e-01 0.1408091204 -2.049932e+00
2164 -2.011328e+00 6.527093e-02 -1.1354611404 -2.695717e+00
2165 -1.212139e+00 8.664274e-02 -0.4522233041 -2.011328e+00
2166 2.225134e-01 4.211123e-01 0.9338107034 -1.212139e+00
2167 -1.761710e+00 3.056897e-01 1.7347541558 2.225134e-01
2168 3.153453e+00 1.775915e+00 -0.4343244642 -1.761710e+00
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5877 5.542128e-01 1.091982e+00 0.9731644441 -2.937469e-01
5878 -2.676006e-01 9.529155e-01 -1.6233526973 5.542128e-01
5879 2.423863e-01 8.149641e-01 -0.1097746385 -2.676006e-01
5880 -4.367175e-01 6.818151e-01 0.1156796233 2.423863e-01
5881 -9.337639e-01 5.744667e-01 0.2279326127 -4.367175e-01
5882 -1.529374e-01 5.950551e-01 0.5060165759 -9.337639e-01
5883 7.558019e-02 1.174597e+00 -1.1748148811 -1.529374e-01
5884 3.067638e-01 1.048644e+00 -2.7735013311 7.558019e-02
5885 -6.319552e-01 9.127227e-01 -0.4336132520 3.067638e-01
5886 -1.620836e+00 9.236451e-01 -0.2278358607 -6.319552e-01
5887 -6.536254e-01 7.984186e-01 1.2472182050 -1.620836e+00
5888 2.689059e-02 7.331338e-01 -0.4062315830 -6.536254e-01
5889 -1.775304e-01 6.519767e-01 -0.8625927332 2.689059e-02
5890 -7.981408e-01 5.177218e-01 0.7052745222 -1.775304e-01
5891 -1.376729e+00 3.805607e-01 0.1924905389 -7.981408e-01
5892 -5.175873e-01 2.433947e-01 -0.1601521680 -1.376729e+00
5893 -1.952937e-01 4.349267e-01 -0.1530400462 -5.175873e-01
5894 -5.167400e-01 8.592306e-01 1.4923493371 -1.952937e-01
5895 -8.402232e-01 8.185707e-01 -2.2442409323 -5.167400e-01
5896 -2.831430e+00 6.800923e-01 -1.0190594133 -8.402232e-01
5897 -1.768963e+00 8.529335e-01 -0.1301627210 -2.831430e+00
5898 -1.431067e+00 7.484497e-01 1.7058315270 -1.768963e+00
5899 1.558851e-01 1.016010e+00 -0.6078602367 -1.431067e+00
5900 -1.126870e+00 9.847181e-01 2.0396271112 1.558851e-01
5901 -1.172338e+00 1.152096e+00 1.0887364237 -1.126870e+00
5902 3.590736e-01 1.210017e+00 1.8969105333 -1.172338e+00
5903 -4.525722e-01 1.075478e+00 1.5832659610 3.590736e-01
5904 -1.057413e-01 9.467859e-01 0.2356374113 -4.525722e-01
5905 -1.383049e+00 8.891391e-01 -0.3767162775 -1.057413e-01
5906 -1.306091e+00 7.783698e-01 -0.9569468827 -1.383049e+00
5907 -1.402452e+00 6.609945e-01 0.5176330415 -1.306091e+00
5908 -1.814897e+00 6.411646e-01 -0.4743894172 -1.402452e+00
5909 -1.786123e+00 5.214052e-01 1.0019685375 -1.814897e+00
5910 -1.469803e+00 1.198519e+00 0.3857031817 -1.786123e+00
5911 -9.329423e-01 1.061681e+00 -2.9319831124 -1.469803e+00
5912 -1.699921e+00 9.505853e-01 -0.2118335866 -9.329423e-01
5913 -2.871163e+00 8.357694e-01 0.5505858726 -1.699921e+00
5914 -6.720905e-01 1.161427e+00 -0.5318790685 -2.871163e+00
5915 -1.262494e+00 1.023607e+00 2.2819133945 -6.720905e-01
5916 -1.325271e+00 8.969666e-01 -0.1741393409 -1.262494e+00
5917 -1.219577e+00 7.612523e-01 -0.4008974917 -1.325271e+00
5918 -1.240032e+00 6.964173e-01 0.1795701843 -1.219577e+00
5919 2.286456e-01 7.972245e-01 -0.8534655102 -1.240032e+00
5920 -4.032707e-01 7.551169e-01 1.4819182251 2.286456e-01
5921 -9.458400e-01 6.713916e-01 -0.9885958248 -4.032707e-01
5922 -3.721989e-01 5.736517e-01 0.6947248748 -9.458400e-01
5923 -1.813005e+00 4.457961e-01 0.5778490063 -3.721989e-01
5924 -2.049225e+00 3.202879e-01 -0.3263387479 -1.813005e+00
5925 -1.230844e+00 2.140916e-01 0.2976314065 -2.049225e+00
5926 -3.057375e-01 1.489033e-01 0.4471045001 -1.230844e+00
5927 -1.366724e+00 2.956074e-02 0.6546599219 -3.057375e-01
5928 -1.964196e+00 -5.894087e-02 0.3203901963 -1.366724e+00
5929 -2.255643e-02 1.420407e+00 -0.5412433623 -1.964196e+00
5930 7.048005e-01 1.370843e+00 -3.9398893097 -2.255643e-02
5931 -1.606444e-01 1.239531e+00 -1.1954400344 7.048005e-01
5932 -4.145799e-02 1.109887e+00 0.3261984292 -1.606444e-01
5933 -1.023145e+00 1.007226e+00 0.3406597435 -4.145799e-02
5934 -9.516256e-01 1.146922e+00 -0.6841970109 -1.023145e+00
5935 1.656657e+00 1.247789e+00 -1.8560376162 -9.516256e-01
5936 -7.815706e-02 1.127229e+00 -1.8023410965 1.656657e+00
5937 -9.531267e-02 1.008971e+00 0.4798202605 -7.815706e-02
5938 1.085271e+00 8.751186e-01 0.4857470287 -9.531267e-02
5939 -2.088659e+00 7.359503e-01 -0.2740646525 1.085271e+00
5940 -3.525142e-01 7.183704e-01 0.0542783049 -2.088659e+00
5941 -4.355193e-01 5.838605e-01 1.0415593490 -3.525142e-01
5942 -9.237846e-01 4.691321e-01 0.1927276096 -4.355193e-01
5943 -1.474416e+00 5.189210e-01 -0.4666846185 -9.237846e-01
5944 -1.161699e-01 9.818622e-01 1.1915065840 -1.474416e+00
5945 -5.621645e-01 8.628148e-01 -2.4116128658 -1.161699e-01
5946 1.513027e+00 7.933296e-01 -0.4916955802 -5.621645e-01
5947 -4.582294e-01 6.615948e-01 0.8159865519 1.513027e+00
5948 -1.495838e+00 5.931594e-01 -0.2931488461 -4.582294e-01
5949 7.009844e-02 4.759843e-01 -0.8027323746 -1.495838e+00
5950 9.930140e-01 3.663343e-01 0.4037205570 7.009844e-02
5951 -1.776759e-01 2.308399e-01 0.4488825306 9.930140e-01
5952 -1.030480e+00 1.240850e-01 0.1476841714 -1.776759e-01
5953 -9.107414e-01 -5.078109e-03 0.4277832358 -1.030480e+00
5954 2.635174e-01 4.188816e-01 -0.2641076820 -9.107414e-01
5955 -1.223962e-01 5.977498e-01 1.8617055303 2.635174e-01
5956 4.379235e-01 4.996282e-01 1.5607442419 -1.223962e-01
5957 -1.219615e+00 3.599797e-01 0.5587648127 4.379235e-01
5958 -1.753779e-01 2.889993e-01 0.0060344119 -1.219615e+00
5959 -9.027862e-01 2.683355e-01 0.6639056803 -1.753779e-01
5960 -1.467621e+00 1.567117e-01 0.8649416571 -9.027862e-01
5961 5.967660e-01 2.363712e-01 -0.4408439092 -1.467621e+00
5962 -6.824625e-02 9.663678e-02 1.1452777922 5.967660e-01
5963 -1.571320e+00 -1.175683e-02 -0.0297632680 -6.824625e-02
5964 -1.568543e+00 3.781784e-02 0.3948304047 -1.571320e+00
5965 4.305247e-01 5.227355e-01 -1.0318612325 -1.568543e+00
5966 1.350493e-01 3.838591e-01 2.0182907457 4.305247e-01
5967 -8.519613e-01 2.606095e-01 0.0598494670 1.350493e-01
5968 -1.952505e+00 1.229765e-01 -0.3560911242 -8.519613e-01
5969 4.930577e-01 4.485707e-01 -0.1352597417 -1.952505e+00
5970 2.505384e-01 3.543573e-01 -1.7811232664 4.930577e-01
5971 1.735250e+00 1.444128e+00 -0.5947028113 2.505384e-01
5972 1.357018e+00 1.402648e+00 3.6397359855 1.735250e+00
5973 4.261265e-02 1.295635e+00 -1.2599232723 1.357018e+00
5974 -1.612477e-01 1.161817e+00 -0.7162015591 4.261265e-02
5975 -1.849378e-01 1.029074e+00 -0.3038170288 -1.612477e-01
5976 3.050545e+00 2.408009e+00 -0.3132998579 -1.849378e-01
5977 3.567995e+00 2.425696e+00 -5.6131345035 3.050545e+00
5978 7.722762e-01 2.297150e+00 -2.3019676544 3.567995e+00
5979 -1.123271e-01 2.169891e+00 0.5746485514 7.722762e-01
5980 3.551067e-01 2.038877e+00 0.5783231477 -1.123271e-01
5981 5.566649e-01 1.903427e+00 -0.4983335606 3.551067e-01
5982 1.680368e+00 1.791366e+00 0.2975128711 5.566649e-01
5983 1.814477e+00 1.851431e+00 -0.7925383333 1.680368e+00
5984 1.431828e+00 1.715727e+00 2.0323964540 1.814477e+00
5985 7.406138e-01 1.583009e+00 0.2668122119 1.431828e+00
5986 8.884456e-01 1.728323e+00 0.3398299960 7.406138e-01
5987 -1.058188e+00 1.588884e+00 -2.3261488686 8.884456e-01
5988 -1.772950e-01 1.504550e+00 0.0547524463 -1.058188e+00
5989 2.939816e-01 1.408020e+00 -0.9955894113 -1.772950e-01
5990 1.382758e+00 1.338049e+00 0.8107709959 2.939816e-01
5991 -1.052261e+00 1.199211e+00 1.0032724265 1.382758e+00
5992 6.813116e-01 1.076912e+00 -0.1333631758 -1.052261e+00
5993 -1.319849e+00 9.775711e-01 -0.4897990144 6.813116e-01
5994 1.613072e+00 8.378238e-01 0.6631944681 -1.319849e+00
5995 1.385565e+00 8.601876e-01 -0.0209916511 1.613072e+00
5996 9.001495e-01 7.423697e-01 1.2607312364 1.385565e+00
5997 -1.115304e+00 6.091595e-01 -0.4838722462 9.001495e-01
5998 -3.657981e+00 4.840244e-01 -0.2619740454 -1.115304e+00
5999 4.778791e-01 3.462676e-01 0.3222867622 -3.657981e+00
6000 -7.065002e-01 7.304236e-01 0.0995588138 4.778791e-01
6001 1.004414e+00 6.002699e-01 2.0345300905 -7.065002e-01
6002 1.017842e+00 4.609005e-01 0.2698941314 1.004414e+00
6003 -3.243737e-01 6.697979e-01 0.0338902223 1.017842e+00
6004 -2.516132e-01 5.445681e-01 -1.7118986140 -3.243737e-01
6005 -3.363642e-01 4.088313e-01 -0.3710265800 -2.516132e-01
6006 7.219562e-01 6.444790e-01 0.1542036165 -3.363642e-01
6007 -2.170281e-01 5.080794e-01 1.7086763758 7.219562e-01
6008 1.247823e+00 4.175519e-01 -0.1871782310 -2.170281e-01
6009 4.624138e-01 2.857165e-01 0.5893469365 1.247823e+00
6010 5.047530e-01 1.719323e-01 0.2137083690 4.624138e-01
6011 2.091966e+00 4.524673e-01 0.3848734342 5.047530e-01
6012 5.189559e-01 3.129638e-01 1.6676631399 2.091966e+00
6013 4.820857e-01 3.320173e-01 -0.0625975637 5.189559e-01
6014 6.836053e-01 1.942638e-01 1.0191561652 4.820857e-01
6015 1.614134e+00 8.324246e-02 -0.1349041356 6.836053e-01
6016 1.301969e+00 -1.685458e-02 0.3916299499 1.614134e+00
6017 -9.187977e-03 -1.365979e-01 -0.4869541657 1.301969e+00
6018 2.436915e-01 -2.480742e-01 -0.3385478904 -9.187977e-03
6019 -5.774030e-01 -3.753933e-01 0.3404226728 2.436915e-01
6020 -3.603496e-01 -5.099602e-01 0.2080186716 -5.774030e-01
6021 9.835012e-01 1.764401e-01 -0.1616931278 -3.603496e-01
6022 -7.154909e-01 1.240409e-01 -2.0093038415 9.835012e-01
6023 -1.225503e-01 1.026427e-01 0.7018369967 -7.154909e-01
6024 1.152648e+00 9.302933e-01 -0.8507391968 -1.225503e-01
6025 1.330987e+00 8.268162e-01 -2.8129736072 1.152648e+00
6026 1.682178e+00 1.116191e+00 0.5918361792 1.330987e+00
6027 2.024675e+00 1.300675e+00 2.1670526271 1.682178e+00
6028 1.007238e+00 1.205289e+00 2.0565776682 2.024675e+00
6029 1.101549e+00 1.076721e+00 0.7595637188 1.007238e+00
6030 -2.813713e-01 9.441890e-01 0.3546469164 1.101549e+00
6031 -3.472020e+00 8.068149e-01 0.2663380705 -2.813713e-01
6032 -7.353639e-01 6.682449e-01 -0.1775768665 -3.472020e+00
6033 1.903828e+00 1.172873e+00 -0.1256583772 -7.353639e-01
6034 1.184619e+00 1.053690e+00 2.6164201908 1.903828e+00
6035 -4.935463e-01 9.328718e-01 -0.5251225528 1.184619e+00
6036 -5.371008e-01 8.695681e-01 -0.4832795694 -4.935463e-01
6037 -5.388810e-01 7.402580e-01 -0.9184228895 -5.371008e-01
6038 -1.271489e+00 6.749543e-01 0.2988167601 -5.388810e-01
6039 -1.256527e-01 6.460809e-01 -0.8442197518 -1.271489e+00
6040 4.513391e-01 5.452276e-01 0.9661708577 -1.256527e-01
6041 -1.040937e-01 4.687946e-01 -0.5915023565 4.513391e-01
6042 2.071465e-01 3.867376e-01 -0.7249731760 -1.040937e-01
6043 6.251718e-01 3.426560e-01 0.6311899199 2.071465e-01
6044 -1.499034e-01 3.750145e-01 0.7991545302 6.251718e-01
6045 1.429916e-01 2.523290e-01 -1.1188661895 -1.499034e-01
6046 4.258050e+00 2.633839e-01 -0.3607140034 1.429916e-01
6047 1.602537e+00 1.279933e-01 0.9681859589 4.258050e+00
6048 1.964683e+00 8.024378e-02 -0.1851631298 1.602537e+00
6049 -9.746823e-01 4.688244e-02 -0.7499841377 1.964683e+00
6050 -5.623349e+00 -8.397617e-02 0.7511477080 -9.746823e-01
6051 -1.552954e+00 1.996524e-02 0.1953353876 -5.623349e+00
L3.log_volatility L4.DJ_return L4.log_volume L4.log_volatility
6 -2.417837e+00 0.9051251454 1.517165e+00 -2.528849e+00
7 -2.366325e+00 0.4347768223 2.283601e+00 -2.417837e+00
8 -2.500763e+00 -0.4313610801 9.350983e-01 -2.366325e+00
9 -1.365915e+00 0.0463364355 2.247600e-01 -2.500763e+00
10 -1.505543e+00 -1.3040184276 6.058680e-01 -1.365915e+00
11 -1.551386e+00 -0.0062932660 -1.365982e-02 -1.505543e+00
12 -1.597475e+00 0.3770501002 4.254846e-02 -1.551386e+00
13 -1.564257e+00 -0.4116842098 -4.198016e-01 -1.597475e+00
14 -1.565703e+00 0.5087428892 -5.560194e-01 -1.564257e+00
15 -1.192987e+00 -0.4975038131 -1.767302e-01 -1.565703e+00
16 -7.225914e-01 -1.0075614830 -1.499933e-01 -1.192987e+00
17 -8.352348e-01 1.2424767904 2.651649e-01 -7.225914e-01
18 -9.192936e-01 0.2626634742 4.833866e-01 -8.352348e-01
19 -1.036837e+00 -0.4127510280 -3.450811e-01 -9.192936e-01
20 -9.714978e-01 0.2171458946 -7.188116e-01 -1.036837e+00
21 -1.095464e+00 0.6960287638 -4.693299e-01 -9.714978e-01
22 -1.223945e+00 -0.2176418194 -1.114498e-01 -1.095464e+00
23 -1.356337e+00 0.1373715948 3.932693e-01 -1.223945e+00
24 -1.060551e+00 0.1008627028 1.519266e+00 -1.356337e+00
25 -1.328436e-01 -0.9901367845 -1.735747e+00 -1.060551e+00
26 -1.189201e-01 1.9112533123 7.572431e-01 -1.328436e-01
27 -2.586112e-01 0.8431311502 1.439655e+00 -1.189201e-01
28 -6.964637e-03 -0.0371124605 5.832435e-01 -2.586112e-01
29 -1.248692e-01 1.3566263456 1.410355e+00 -6.964637e-03
30 -2.491699e-01 -0.3540760230 1.164921e+00 -1.248692e-01
31 -3.567952e-01 0.2466612001 6.372308e-01 -2.491699e-01
32 -3.660875e-01 0.3484830775 5.219771e-01 -3.567952e-01
33 9.930104e-01 0.7074081588 1.055859e+00 -3.660875e-01
34 1.206074e+00 -3.2898413753 6.349842e-01 9.930104e-01
35 1.105064e+00 2.0595410523 3.665067e-01 1.206074e+00
36 9.658810e-01 0.6821601263 1.240544e+00 1.105064e+00
37 8.477715e-01 -0.1020698398 8.180687e-01 9.658810e-01
38 7.082945e-01 0.4574170768 1.594112e-01 8.477715e-01
39 5.833935e-01 0.0298600200 8.365594e-01 7.082945e-01
40 4.450014e-01 0.3381705009 8.256002e-01 5.833935e-01
41 3.367618e-01 -0.1242359528 7.901122e-01 4.450014e-01
42 2.430836e-01 0.4543351573 7.345116e-01 3.367618e-01
43 1.068214e-01 0.5323314266 6.715163e-01 2.430836e-01
44 1.058432e-01 0.1246883109 3.188099e-01 1.068214e-01
45 6.322132e-02 -0.9172375359 -3.428645e-01 1.058432e-01
46 -7.587068e-02 0.7225806853 2.103560e-01 6.322132e-02
47 -2.068702e-01 0.0380389600 1.876458e-01 -7.587068e-02
48 -3.431049e-01 -0.2259392949 -4.762067e-01 -2.068702e-01
49 -4.714022e-01 -0.1445055000 -6.374018e-02 -3.431049e-01
50 -5.143205e-01 0.1910681146 2.200913e-01 -4.714022e-01
51 -6.479828e-01 -0.6181728133 1.069772e-01 -5.143205e-01
52 -5.466178e-01 0.1237400280 -2.667319e-01 -6.479828e-01
53 -6.543307e-01 -0.9275501125 -2.789021e-01 -5.466178e-01
54 -5.598773e-01 0.3087737307 -4.777772e-01 -6.543307e-01
55 -6.131677e-01 0.8690903948 7.490868e-01 -5.598773e-01
56 -7.392633e-01 0.5236783450 1.285948e+00 -6.131677e-01
57 -7.960824e-01 0.1882232658 2.402681e-01 -7.392633e-01
58 -8.882279e-01 0.4773310178 5.025962e-01 -7.960824e-01
59 -7.878946e-01 -0.3879771370 -5.578501e-02 -8.882279e-01
60 -9.257369e-01 -0.8470646006 -7.128454e-02 -7.878946e-01
61 -5.711399e-01 -0.0940094351 -2.300585e-01 -9.257369e-01
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1902 1.046508e+00 -0.4196260791 -5.077449e-01 1.186213e+00
1903 9.111813e-01 -0.0437504409 -1.534168e+00 1.046508e+00
1904 8.145383e-01 0.2012621558 -7.029056e-01 9.111813e-01
1905 6.767030e-01 0.6431619916 7.012659e-01 8.145383e-01
1906 5.381041e-01 -0.1548180767 -1.033877e-01 6.767030e-01
1907 7.736844e-01 -0.1194945383 3.577770e-01 5.381041e-01
1908 6.591891e-01 -1.8368348873 -1.443610e+00 7.736844e-01
1909 5.232469e-01 0.4600248548 -1.083136e+00 6.591891e-01
1910 3.975563e-01 -0.1991503027 -1.425414e+00 5.232469e-01
1911 2.899174e-01 -0.3468453658 -1.474241e+00 3.975563e-01
1912 6.431219e-01 0.4503049549 -5.526217e-01 2.899174e-01
1913 5.096616e-01 -1.9609414131 -1.453144e+00 6.431219e-01
1914 3.834527e-01 -0.2486980847 -1.593187e+00 5.096616e-01
1915 2.876992e-01 -0.3391405672 -1.528810e+00 3.834527e-01
1916 2.009661e-01 -0.5709957386 -8.868245e-01 2.876992e-01
1917 7.611939e-02 0.5624394090 -1.255865e+00 2.009661e-01
1918 2.049385e-01 -0.3181598078 -1.763618e+00 7.611939e-02
1919 2.909428e-01 1.2427138611 -4.181326e-01 2.049385e-01
1920 2.776779e-01 1.1852242098 -2.594571e-01 2.909428e-01
1921 9.023937e-01 0.8939828212 -1.314340e-01 2.776779e-01
1922 1.185575e+00 2.5201694755 1.044947e+00 9.023937e-01
1923 1.046560e+00 2.2111477824 2.477713e+00 1.185575e+00
1924 9.117162e-01 -0.1161755481 2.115686e+00 1.046560e+00
1925 7.730845e-01 0.2129971568 1.690827e+00 9.117162e-01
1926 7.264420e-01 -0.1270808016 6.098220e-01 7.730845e-01
1927 5.908328e-01 0.9144894391 1.042521e+00 7.264420e-01
1928 5.721115e-01 -0.2114779805 -3.794899e-02 5.908328e-01
1929 4.395072e-01 -1.0220227974 -1.806543e-01 5.721115e-01
1930 5.339453e-01 -0.2573511663 -4.848423e-01 4.395072e-01
1931 4.986265e-01 1.3233179084 1.097522e+00 5.339453e-01
1932 3.714698e-01 0.8862780226 1.442449e+00 4.986265e-01
1933 3.821346e-01 0.2844739811 1.882149e+00 3.714698e-01
1934 3.527258e-01 -1.0542644163 1.632090e+00 3.821346e-01
1935 2.173296e-01 -0.9027762215 2.870705e-01 3.527258e-01
1936 1.655400e-01 0.1487509897 3.688903e-01 2.173296e-01
1937 1.998275e-01 -0.7576889364 2.818027e-01 1.655400e-01
1938 1.183574e-01 -1.0540273456 -5.322524e-01 1.998275e-01
1939 2.779988e-02 0.5713295612 3.477335e-01 1.183574e-01
1940 -1.087730e-01 0.5058980405 1.409995e+00 2.779988e-02
1941 -3.823931e-02 0.1072636124 1.512646e+00 -1.087730e-01
1942 -8.103300e-02 -1.0522493151 4.880895e-01 -3.823931e-02
1943 7.975080e-03 -0.7246175699 3.250748e-01 -8.103300e-02
1944 -1.966138e-02 1.0697707655 1.741737e+00 7.975080e-03
1945 -1.302782e-01 0.7511477080 2.690500e+00 -1.966138e-02
1946 -2.291676e-01 0.3624702504 2.491030e+00 -1.302782e-01
1947 -3.482496e-01 -0.4574388601 9.657593e-01 -2.291676e-01
1948 -4.877476e-01 0.2768877179 1.855339e+00 -3.482496e-01
1949 -6.274949e-01 -0.0521664517 1.025721e+00 -4.877476e-01
1950 -5.556697e-01 -0.0209916511 -7.993647e-01 -6.274949e-01
1951 -7.739700e-02 0.8298551894 1.168293e+00 -5.556697e-01
1952 -6.611383e-02 1.5985570229 2.209847e+00 -7.739700e-02
1953 -1.986872e-01 0.8533251914 2.293631e+00 -6.611383e-02
1954 -1.235470e-01 0.1652274053 1.156722e+00 -1.986872e-01
1955 5.156667e-02 -1.0296090606 8.241495e-01 -1.235470e-01
1956 -1.166660e-03 -1.3016477203 6.657350e-01 5.156667e-02
1957 -5.993164e-02 -0.7092079726 -1.397757e+00 -1.166660e-03
1958 -1.644654e-01 -0.6710395855 -9.461396e-01 -5.993164e-02
1959 -1.696398e-01 0.3947118694 -7.499348e-01 -1.644654e-01
1960 -2.038335e-01 0.7750918514 -1.890416e-01 -1.696398e-01
1961 -1.038081e-01 -0.7208244382 -1.460264e-01 -2.038335e-01
1962 -2.154878e-01 -1.0894694193 -6.815905e-01 -1.038081e-01
1963 -3.514341e-01 0.3435045923 -3.566694e-01 -2.154878e-01
1964 -4.714332e-01 0.1070265417 -6.911495e-02 -3.514341e-01
1965 -5.955931e-01 -0.2990756143 -1.036822e+00 -4.714332e-01
1966 -6.710826e-01 0.2148937227 -4.472574e-01 -5.955931e-01
1967 -7.795979e-01 -0.4823312865 -8.977110e-01 -6.710826e-01
1968 -8.995340e-01 -0.3316728393 -6.687955e-01 -7.795979e-01
1969 -9.851432e-01 0.2159605409 -2.653497e-01 -8.995340e-01
1970 -1.082549e+00 -0.3979341076 -3.667428e-01 -9.851432e-01
1971 -1.160659e+00 0.3010689321 -3.457744e-01 -1.082549e+00
1972 -4.687248e-01 0.3548839872 -8.126390e-01 -1.160659e+00
1973 -5.593121e-01 1.5417785837 1.042471e-01 -4.687248e-01
1974 -6.950656e-01 0.4011127790 2.355695e-01 -5.593121e-01
1975 -8.334914e-01 0.0943432578 -2.761377e-01 -6.950656e-01
1976 -7.188549e-01 0.0419506270 -6.178978e-01 -8.334914e-01
1977 -8.579838e-01 0.8495320598 -2.469060e-01 -7.188549e-01
1978 -9.590177e-01 -0.0636643820 1.761646e-01 -8.579838e-01
1979 -2.116478e-01 0.3017801442 6.588625e-01 -9.590177e-01
1980 -2.050179e-02 -1.7827827615 3.245741e-01 -2.116478e-01
1981 -1.596853e-01 -1.2950097399 1.073624e-01 -2.050179e-02
1982 -2.988068e-01 0.0319936565 -1.011745e+00 -1.596853e-01
1983 -2.221024e-01 0.0319936565 -8.786854e-01 -2.988068e-01
1984 -3.475662e-01 -0.9960635527 -7.045231e-01 -2.221024e-01
1985 -2.949206e-01 0.2271028651 -9.588619e-01 -3.475662e-01
1986 -2.398737e-01 0.8773878703 -2.705148e-01 -2.949206e-01
1987 -2.356190e-01 0.9014505491 3.672171e-01 -2.398737e-01
1988 -3.538462e-01 0.7809000842 3.017870e-01 -2.356190e-01
1989 -2.530003e-01 0.2823403446 5.970056e-01 -3.538462e-01
1990 2.810649e-01 0.9905891426 -6.252410e-01 -2.530003e-01
1991 1.414603e-01 1.8961993211 1.745824e+00 2.810649e-01
1992 2.496732e-01 0.0088792606 2.402962e+00 1.414603e-01
1993 2.274009e-01 1.2186511823 1.867240e+00 2.496732e-01
1994 2.746348e-01 0.8456203928 2.380920e+00 2.274009e-01
1995 1.575104e-01 1.0778311703 1.292918e+00 2.746348e-01
1996 6.373818e-02 0.3560693408 1.157907e+00 1.575104e-01
1997 -7.593095e-02 -0.5375687660 8.229685e-01 6.373818e-02
1998 -7.480217e-02 -0.0006035685 5.639824e-01 -7.593095e-02
1999 -1.160826e-01 0.8222689262 8.689707e-01 -7.480217e-02
2000 -2.228142e-01 0.6786040654 1.188667e+00 -1.160826e-01
2001 -3.023185e-01 -0.4148846646 6.096851e-01 -2.228142e-01
2002 -4.404966e-01 -0.5347239173 4.726627e-01 -3.023185e-01
2003 -5.268673e-01 -0.1005288801 7.020832e-01 -4.404966e-01
2004 -6.642715e-01 0.4238715688 5.073462e-01 -5.268673e-01
2005 -7.938142e-01 0.0683840131 7.141422e-01 -6.642715e-01
2006 -9.223144e-01 -0.1983205551 1.765112e-01 -7.938142e-01
2007 -1.061113e+00 0.1563372530 7.392744e-01 -9.223144e-01
2008 -9.706142e-01 0.0279634541 9.665852e-01 -1.061113e+00
2009 -1.057797e+00 0.7355010399 -6.512666e-02 -9.706142e-01
2010 -4.061160e-01 0.3404226728 -2.906093e-02 -1.057797e+00
2011 -5.434063e-01 1.5506687360 1.508632e+00 -4.061160e-01
2012 -6.494867e-01 -0.1167682249 1.797471e+00 -5.434063e-01
2013 -3.996102e-01 -0.3596471851 2.484843e-01 -6.494867e-01
2014 -4.008200e-01 -1.2067008940 -1.161233e+00 -3.996102e-01
2015 -5.148860e-01 0.7187875537 -1.928160e-01 -4.008200e-01
2016 -6.545188e-01 0.2906378200 1.052513e+00 -5.148860e-01
2017 -7.899168e-01 -0.0407870568 8.973594e-01 -6.545188e-01
2018 -9.293770e-01 -0.1370377721 2.127181e-01 -7.899168e-01
2019 -7.308688e-01 0.0073383009 3.808209e-01 -9.293770e-01
2020 -8.078310e-01 0.9632074736 1.174122e+00 -7.308688e-01
2021 -9.132273e-01 -0.4542384053 1.436903e+00 -8.078310e-01
2022 -1.009471e+00 0.2886227189 1.081240e+00 -9.132273e-01
2023 -1.112513e+00 0.3144634281 1.183433e+00 -1.009471e+00
2024 -1.228222e+00 0.2758208996 5.208602e-01 -1.112513e+00
2025 -1.365737e+00 0.2094410959 6.318432e-01 -1.228222e+00
2026 -1.280414e+00 0.0459808294 1.249702e+00 -1.365737e+00
2027 -1.049971e+00 0.6451770928 1.401227e+00 -1.280414e+00
2028 -1.045351e+00 0.8866336286 1.919208e+00 -1.049971e+00
2029 -1.174015e+00 0.5707368844 1.339828e+00 -1.045351e+00
2030 -1.027112e+00 0.1391496253 1.798511e+00 -1.174015e+00
2031 -1.024681e+00 -0.8388856605 1.628542e+00 -1.027112e+00
2032 -1.077127e+00 0.5709739552 1.228100e+00 -1.024681e+00
2033 -6.480060e-01 0.4384514186 1.673419e+00 -1.077127e+00
2034 -7.280591e-01 1.2429509319 1.575856e+00 -6.480060e-01
2035 -8.510580e-01 -0.4566091126 1.823253e+00 -7.280591e-01
2036 -9.766277e-01 0.2010250851 1.727235e+00 -8.510580e-01
2037 -1.092656e+00 -0.2159823243 1.536606e+00 -9.766277e-01
2038 -1.001833e+00 0.2199907433 1.427467e+00 -1.092656e+00
2039 -1.100915e+00 0.7272035645 2.342359e+00 -1.001833e+00
2040 -1.226866e+00 -0.3345176880 2.729929e+00 -1.100915e+00
2041 -1.213800e+00 0.1540850811 1.033329e+00 -1.226866e+00
2042 -1.250455e+00 0.5494005190 1.064020e+00 -1.213800e+00
2043 -1.376655e+00 0.4453264697 8.674002e-01 -1.250455e+00
2044 -1.469707e+00 0.1429427569 1.475840e+00 -1.376655e+00
2045 -1.527624e+00 -0.3130627872 9.215929e-01 -1.469707e+00
2046 -1.260048e+00 -0.3967487539 4.318042e-01 -1.527624e+00
2047 -7.355770e-01 -0.8947158168 7.228719e-01 -1.260048e+00
2048 -8.686941e-01 -1.3206133785 2.157906e-01 -7.355770e-01
2049 -8.037106e-01 0.1180503305 5.335884e-03 -8.686941e-01
2050 -7.007850e-01 0.7422575557 2.228129e-01 -8.037106e-01
2051 -7.816349e-01 0.8368487759 2.930872e-01 -7.007850e-01
2052 -8.359355e-01 -0.4451111823 5.695712e-01 -7.816349e-01
2053 -9.741435e-01 0.4769754118 -6.458928e-01 -8.359355e-01
2054 -1.111041e+00 0.0434915868 -7.438701e-02 -9.741435e-01
2055 -7.179818e-01 -0.1042034764 -1.290933e-01 -1.111041e+00
2056 -6.182049e-01 1.1778750172 5.773552e-01 -7.179818e-01
2057 -7.558481e-01 0.8587778182 1.638162e+00 -6.182049e-01
2058 -8.941973e-01 0.0607977499 9.771893e-01 -7.558481e-01
2059 -9.656677e-01 0.0423062331 1.195873e+00 -8.941973e-01
2060 -1.018010e+00 -0.4462965360 4.361605e-01 -9.656677e-01
2061 -1.148838e+00 0.4491196013 1.017479e+00 -1.018010e+00
2062 -6.714217e-01 -0.1660789362 -2.817778e-01 -1.148838e+00
2063 -5.992882e-01 1.2729403789 7.822212e-01 -6.714217e-01
2064 -7.370330e-01 0.8165792287 1.451089e+00 -5.992882e-01
2065 -8.319882e-01 -0.1013586276 2.921072e-01 -7.370330e-01
2066 -8.801091e-01 0.3429119154 4.779348e-01 -8.319882e-01
2067 -9.854370e-01 -0.5276117954 -2.534790e-01 -8.801091e-01
2068 -1.104742e+00 -0.3226641516 -5.151994e-01 -9.854370e-01
2069 -6.776026e-01 -0.2438381348 7.767703e-02 -1.104742e+00
2070 -8.055697e-01 -1.2691690306 -1.215874e-01 -6.776026e-01
2071 -9.014536e-01 0.1686649308 -1.079494e-01 -8.055697e-01
2072 -1.041201e+00 0.3298730254 -2.077806e-01 -9.014536e-01
2073 -1.180888e+00 -0.0209916511 -7.725807e-01 -1.041201e+00
2074 -1.312716e+00 -0.0328451874 -2.559224e-01 -1.180888e+00
2075 -1.450274e+00 0.1075006832 2.924838e-01 -1.312716e+00
2076 -1.582884e+00 -0.0852378182 -8.808635e-01 -1.450274e+00
2077 -1.677289e+00 -0.1312295393 -5.683352e-01 -1.582884e+00
2078 -1.256410e+00 0.2451202404 -1.518719e-01 -1.677289e+00
2079 -1.139595e+00 0.9780243940 7.744586e-01 -1.256410e+00
2080 -1.251666e+00 0.7247143219 1.212622e+00 -1.139595e+00
2081 -1.099592e+00 0.2239024103 1.893576e-01 -1.251666e+00
2082 -1.236313e+00 0.7812556903 5.854216e-01 -1.099592e+00
2083 -1.167154e+00 0.0607977499 1.314875e+00 -1.236313e+00
2084 -1.085120e+00 0.6507482549 5.349647e-01 -1.167154e+00
2085 -1.195538e+00 0.6911688139 1.135946e+00 -1.085120e+00
2086 -8.599730e-01 0.2364671588 2.220598e-01 -1.195538e+00
2087 -8.883615e-01 1.0632513205 7.977816e-02 -8.599730e-01
2088 -9.711463e-01 -0.5757371531 1.035495e-01 -8.883615e-01
2089 -1.107706e+00 -0.4094320379 -1.102730e-01 -9.711463e-01
2090 -9.229361e-01 -0.1091819616 3.944290e-01 -1.107706e+00
2091 -9.762608e-01 0.8778620117 5.805432e-01 -9.229361e-01
2092 -1.055567e+00 -0.4959628533 3.032633e-01 -9.762608e-01
2093 -1.103585e+00 0.3663819174 8.082777e-01 -1.055567e+00
2094 -1.193864e+00 0.4449708636 1.465074e+00 -1.103585e+00
2095 -1.052617e+00 -0.3543130937 6.048624e-01 -1.193864e+00
2096 -6.909535e-01 -0.8238316693 -4.379448e-02 -1.052617e+00
2097 -6.490358e-01 -1.2024336209 -4.199428e-01 -6.909535e-01
2098 -7.777448e-01 0.7443911922 -1.221480e-01 -6.490358e-01
2099 -8.817576e-01 0.1645161931 -1.362568e-01 -7.777448e-01
2100 -1.020422e+00 -0.3404444562 3.332653e-01 -8.817576e-01
2101 -1.032650e+00 -0.0740954940 -3.444435e-01 -1.020422e+00
2102 -1.027863e+00 -0.5814268506 -1.421683e+00 -1.032650e+00
2103 -1.167308e+00 0.5748856222 -3.700327e-02 -1.027863e+00
2104 -1.297532e+00 0.0055602704 -7.143056e-01 -1.167308e+00
2105 -1.436620e+00 -0.1626414107 -6.600391e-02 -1.297532e+00
2106 -3.293436e-01 -0.0564337248 -3.771072e-01 -1.436620e+00
2107 -4.379182e-01 -1.9049927214 -4.973249e-01 -3.293436e-01
2108 -5.677016e-01 -0.3739899641 -7.746809e-02 -4.379182e-01
2109 -6.517494e-01 0.1698502845 -1.817148e+00 -5.677016e-01
2110 -7.789254e-01 0.4123736386 -1.271112e+00 -6.517494e-01
2111 -5.306574e-01 -0.2188271731 -1.676171e+00 -7.789254e-01
2112 -4.766850e-01 -1.1475517475 -1.667185e+00 -5.306574e-01
2113 -6.160531e-01 -0.8625927332 -4.484898e-01 -4.766850e-01
2114 -7.536687e-01 -0.0576190784 -1.180939e+00 -6.160531e-01
2115 -8.691036e-01 -0.1033737288 -1.487939e+00 -7.536687e-01
2116 -8.056233e-01 0.2444090282 -1.773259e+00 -8.691036e-01
2117 -7.452771e-01 0.7390571009 -1.749390e+00 -8.056233e-01
2118 -8.689157e-01 0.7510291726 -5.894739e-02 -7.452771e-01
2119 -1.004129e+00 0.1953353876 1.787407e-01 -8.689157e-01
2120 -1.138136e+00 0.0882979542 -9.504274e-01 -1.004129e+00
2121 -8.521895e-01 0.0958842175 -1.118517e+00 -1.138136e+00
2122 -9.514890e-01 -1.0592429016 -1.166925e+00 -8.521895e-01
2123 -1.010446e+00 -0.3518238511 -9.598504e-01 -9.514890e-01
2124 -1.148353e+00 0.4327617211 -1.529396e+00 -1.010446e+00
2125 -7.875175e-01 0.0450325465 -1.581976e+00 -1.148353e+00
2126 -9.256792e-01 -1.1594052839 -1.830345e+00 -7.875175e-01
2127 -1.052425e+00 -0.0876085255 -1.124680e+00 -9.256792e-01
2128 -1.152005e+00 0.1604859907 -8.744960e-01 -1.052425e+00
2129 7.698110e-02 -0.3266943540 -9.574454e-01 -1.152005e+00
2130 3.871809e-01 -2.2776679048 -6.274577e-01 7.698110e-02
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5854 1.002589e+00 -1.0783270951 -2.267378e-01 1.078030e+00
5855 8.643418e-01 0.8464501404 3.380162e-02 1.002589e+00
5856 8.384778e-01 -0.1481800963 -6.146755e-01 8.643418e-01
5857 1.185488e+00 1.0541240975 -4.821934e-01 8.384778e-01
5858 1.118044e+00 -2.3886170052 2.623007e+00 1.185488e+00
5859 9.856659e-01 0.9381965118 7.739879e-01 1.118044e+00
5860 1.214388e+00 -0.3159076359 -3.586507e-01 9.856659e-01
5861 1.114900e+00 2.1058883795 6.529486e-01 1.214388e+00
5862 9.786410e-01 0.6982809358 1.342246e+00 1.114900e+00
5863 1.134303e+00 -0.2235685876 -4.885695e-01 9.786410e-01
5864 1.004253e+00 -1.8932577204 6.918643e-01 1.134303e+00
5865 1.168512e+00 0.3195604488 -2.101256e-01 1.004253e+00
5866 1.279808e+00 -1.9419757549 8.220878e-02 1.168512e+00
5867 1.144872e+00 -1.8591195357 1.192160e-01 1.279808e+00
5868 1.390235e+00 -0.2740646525 -6.041998e-01 1.144872e+00
5869 1.274520e+00 2.2955449614 1.637119e-01 1.390235e+00
5870 1.214096e+00 0.5709739552 7.982095e-02 1.274520e+00
5871 1.080204e+00 1.0193932360 6.872127e-01 1.214096e+00
5872 1.024736e+00 -0.2935044522 9.034616e-01 1.080204e+00
5873 8.923544e-01 0.9766019697 -1.784047e+00 1.024736e+00
5874 1.262297e+00 0.2636117571 -4.987499e-01 8.923544e-01
5875 1.138031e+00 2.4627983595 2.761211e+00 1.262297e+00
5876 1.070039e+00 0.4309836906 1.255975e+00 1.138031e+00
5877 1.014628e+00 -0.9595546607 1.058016e+00 1.070039e+00
5878 1.091982e+00 0.9731644441 -2.937469e-01 1.014628e+00
5879 9.529155e-01 -1.6233526973 5.542128e-01 1.091982e+00
5880 8.149641e-01 -0.1097746385 -2.676006e-01 9.529155e-01
5881 6.818151e-01 0.1156796233 2.423863e-01 8.149641e-01
5882 5.744667e-01 0.2279326127 -4.367175e-01 6.818151e-01
5883 5.950551e-01 0.5060165759 -9.337639e-01 5.744667e-01
5884 1.174597e+00 -1.1748148811 -1.529374e-01 5.950551e-01
5885 1.048644e+00 -2.7735013311 7.558019e-02 1.174597e+00
5886 9.127227e-01 -0.4336132520 3.067638e-01 1.048644e+00
5887 9.236451e-01 -0.2278358607 -6.319552e-01 9.127227e-01
5888 7.984186e-01 1.2472182050 -1.620836e+00 9.236451e-01
5889 7.331338e-01 -0.4062315830 -6.536254e-01 7.984186e-01
5890 6.519767e-01 -0.8625927332 2.689059e-02 7.331338e-01
5891 5.177218e-01 0.7052745222 -1.775304e-01 6.519767e-01
5892 3.805607e-01 0.1924905389 -7.981408e-01 5.177218e-01
5893 2.433947e-01 -0.1601521680 -1.376729e+00 3.805607e-01
5894 4.349267e-01 -0.1530400462 -5.175873e-01 2.433947e-01
5895 8.592306e-01 1.4923493371 -1.952937e-01 4.349267e-01
5896 8.185707e-01 -2.2442409323 -5.167400e-01 8.592306e-01
5897 6.800923e-01 -1.0190594133 -8.402232e-01 8.185707e-01
5898 8.529335e-01 -0.1301627210 -2.831430e+00 6.800923e-01
5899 7.484497e-01 1.7058315270 -1.768963e+00 8.529335e-01
5900 1.016010e+00 -0.6078602367 -1.431067e+00 7.484497e-01
5901 9.847181e-01 2.0396271112 1.558851e-01 1.016010e+00
5902 1.152096e+00 1.0887364237 -1.126870e+00 9.847181e-01
5903 1.210017e+00 1.8969105333 -1.172338e+00 1.152096e+00
5904 1.075478e+00 1.5832659610 3.590736e-01 1.210017e+00
5905 9.467859e-01 0.2356374113 -4.525722e-01 1.075478e+00
5906 8.891391e-01 -0.3767162775 -1.057413e-01 9.467859e-01
5907 7.783698e-01 -0.9569468827 -1.383049e+00 8.891391e-01
5908 6.609945e-01 0.5176330415 -1.306091e+00 7.783698e-01
5909 6.411646e-01 -0.4743894172 -1.402452e+00 6.609945e-01
5910 5.214052e-01 1.0019685375 -1.814897e+00 6.411646e-01
5911 1.198519e+00 0.3857031817 -1.786123e+00 5.214052e-01
5912 1.061681e+00 -2.9319831124 -1.469803e+00 1.198519e+00
5913 9.505853e-01 -0.2118335866 -9.329423e-01 1.061681e+00
5914 8.357694e-01 0.5505858726 -1.699921e+00 9.505853e-01
5915 1.161427e+00 -0.5318790685 -2.871163e+00 8.357694e-01
5916 1.023607e+00 2.2819133945 -6.720905e-01 1.161427e+00
5917 8.969666e-01 -0.1741393409 -1.262494e+00 1.023607e+00
5918 7.612523e-01 -0.4008974917 -1.325271e+00 8.969666e-01
5919 6.964173e-01 0.1795701843 -1.219577e+00 7.612523e-01
5920 7.972245e-01 -0.8534655102 -1.240032e+00 6.964173e-01
5921 7.551169e-01 1.4819182251 2.286456e-01 7.972245e-01
5922 6.713916e-01 -0.9885958248 -4.032707e-01 7.551169e-01
5923 5.736517e-01 0.6947248748 -9.458400e-01 6.713916e-01
5924 4.457961e-01 0.5778490063 -3.721989e-01 5.736517e-01
5925 3.202879e-01 -0.3263387479 -1.813005e+00 4.457961e-01
5926 2.140916e-01 0.2976314065 -2.049225e+00 3.202879e-01
5927 1.489033e-01 0.4471045001 -1.230844e+00 2.140916e-01
5928 2.956074e-02 0.6546599219 -3.057375e-01 1.489033e-01
5929 -5.894087e-02 0.3203901963 -1.366724e+00 2.956074e-02
5930 1.420407e+00 -0.5412433623 -1.964196e+00 -5.894087e-02
5931 1.370843e+00 -3.9398893097 -2.255643e-02 1.420407e+00
5932 1.239531e+00 -1.1954400344 7.048005e-01 1.370843e+00
5933 1.109887e+00 0.3261984292 -1.606444e-01 1.239531e+00
5934 1.007226e+00 0.3406597435 -4.145799e-02 1.109887e+00
5935 1.146922e+00 -0.6841970109 -1.023145e+00 1.007226e+00
5936 1.247789e+00 -1.8560376162 -9.516256e-01 1.146922e+00
5937 1.127229e+00 -1.8023410965 1.656657e+00 1.247789e+00
5938 1.008971e+00 0.4798202605 -7.815706e-02 1.127229e+00
5939 8.751186e-01 0.4857470287 -9.531267e-02 1.008971e+00
5940 7.359503e-01 -0.2740646525 1.085271e+00 8.751186e-01
5941 7.183704e-01 0.0542783049 -2.088659e+00 7.359503e-01
5942 5.838605e-01 1.0415593490 -3.525142e-01 7.183704e-01
5943 4.691321e-01 0.1927276096 -4.355193e-01 5.838605e-01
5944 5.189210e-01 -0.4666846185 -9.237846e-01 4.691321e-01
5945 9.818622e-01 1.1915065840 -1.474416e+00 5.189210e-01
5946 8.628148e-01 -2.4116128658 -1.161699e-01 9.818622e-01
5947 7.933296e-01 -0.4916955802 -5.621645e-01 8.628148e-01
5948 6.615948e-01 0.8159865519 1.513027e+00 7.933296e-01
5949 5.931594e-01 -0.2931488461 -4.582294e-01 6.615948e-01
5950 4.759843e-01 -0.8027323746 -1.495838e+00 5.931594e-01
5951 3.663343e-01 0.4037205570 7.009844e-02 4.759843e-01
5952 2.308399e-01 0.4488825306 9.930140e-01 3.663343e-01
5953 1.240850e-01 0.1476841714 -1.776759e-01 2.308399e-01
5954 -5.078109e-03 0.4277832358 -1.030480e+00 1.240850e-01
5955 4.188816e-01 -0.2641076820 -9.107414e-01 -5.078109e-03
5956 5.977498e-01 1.8617055303 2.635174e-01 4.188816e-01
5957 4.996282e-01 1.5607442419 -1.223962e-01 5.977498e-01
5958 3.599797e-01 0.5587648127 4.379235e-01 4.996282e-01
5959 2.889993e-01 0.0060344119 -1.219615e+00 3.599797e-01
5960 2.683355e-01 0.6639056803 -1.753779e-01 2.889993e-01
5961 1.567117e-01 0.8649416571 -9.027862e-01 2.683355e-01
5962 2.363712e-01 -0.4408439092 -1.467621e+00 1.567117e-01
5963 9.663678e-02 1.1452777922 5.967660e-01 2.363712e-01
5964 -1.175683e-02 -0.0297632680 -6.824625e-02 9.663678e-02
5965 3.781784e-02 0.3948304047 -1.571320e+00 -1.175683e-02
5966 5.227355e-01 -1.0318612325 -1.568543e+00 3.781784e-02
5967 3.838591e-01 2.0182907457 4.305247e-01 5.227355e-01
5968 2.606095e-01 0.0598494670 1.350493e-01 3.838591e-01
5969 1.229765e-01 -0.3560911242 -8.519613e-01 2.606095e-01
5970 4.485707e-01 -0.1352597417 -1.952505e+00 1.229765e-01
5971 3.543573e-01 -1.7811232664 4.930577e-01 4.485707e-01
5972 1.444128e+00 -0.5947028113 2.505384e-01 3.543573e-01
5973 1.402648e+00 3.6397359855 1.735250e+00 1.444128e+00
5974 1.295635e+00 -1.2599232723 1.357018e+00 1.402648e+00
5975 1.161817e+00 -0.7162015591 4.261265e-02 1.295635e+00
5976 1.029074e+00 -0.3038170288 -1.612477e-01 1.161817e+00
5977 2.408009e+00 -0.3132998579 -1.849378e-01 1.029074e+00
5978 2.425696e+00 -5.6131345035 3.050545e+00 2.408009e+00
5979 2.297150e+00 -2.3019676544 3.567995e+00 2.425696e+00
5980 2.169891e+00 0.5746485514 7.722762e-01 2.297150e+00
5981 2.038877e+00 0.5783231477 -1.123271e-01 2.169891e+00
5982 1.903427e+00 -0.4983335606 3.551067e-01 2.038877e+00
5983 1.791366e+00 0.2975128711 5.566649e-01 1.903427e+00
5984 1.851431e+00 -0.7925383333 1.680368e+00 1.791366e+00
5985 1.715727e+00 2.0323964540 1.814477e+00 1.851431e+00
5986 1.583009e+00 0.2668122119 1.431828e+00 1.715727e+00
5987 1.728323e+00 0.3398299960 7.406138e-01 1.583009e+00
5988 1.588884e+00 -2.3261488686 8.884456e-01 1.728323e+00
5989 1.504550e+00 0.0547524463 -1.058188e+00 1.588884e+00
5990 1.408020e+00 -0.9955894113 -1.772950e-01 1.504550e+00
5991 1.338049e+00 0.8107709959 2.939816e-01 1.408020e+00
5992 1.199211e+00 1.0032724265 1.382758e+00 1.338049e+00
5993 1.076912e+00 -0.1333631758 -1.052261e+00 1.199211e+00
5994 9.775711e-01 -0.4897990144 6.813116e-01 1.076912e+00
5995 8.378238e-01 0.6631944681 -1.319849e+00 9.775711e-01
5996 8.601876e-01 -0.0209916511 1.613072e+00 8.378238e-01
5997 7.423697e-01 1.2607312364 1.385565e+00 8.601876e-01
5998 6.091595e-01 -0.4838722462 9.001495e-01 7.423697e-01
5999 4.840244e-01 -0.2619740454 -1.115304e+00 6.091595e-01
6000 3.462676e-01 0.3222867622 -3.657981e+00 4.840244e-01
6001 7.304236e-01 0.0995588138 4.778791e-01 3.462676e-01
6002 6.002699e-01 2.0345300905 -7.065002e-01 7.304236e-01
6003 4.609005e-01 0.2698941314 1.004414e+00 6.002699e-01
6004 6.697979e-01 0.0338902223 1.017842e+00 4.609005e-01
6005 5.445681e-01 -1.7118986140 -3.243737e-01 6.697979e-01
6006 4.088313e-01 -0.3710265800 -2.516132e-01 5.445681e-01
6007 6.444790e-01 0.1542036165 -3.363642e-01 4.088313e-01
6008 5.080794e-01 1.7086763758 7.219562e-01 6.444790e-01
6009 4.175519e-01 -0.1871782310 -2.170281e-01 5.080794e-01
6010 2.857165e-01 0.5893469365 1.247823e+00 4.175519e-01
6011 1.719323e-01 0.2137083690 4.624138e-01 2.857165e-01
6012 4.524673e-01 0.3848734342 5.047530e-01 1.719323e-01
6013 3.129638e-01 1.6676631399 2.091966e+00 4.524673e-01
6014 3.320173e-01 -0.0625975637 5.189559e-01 3.129638e-01
6015 1.942638e-01 1.0191561652 4.820857e-01 3.320173e-01
6016 8.324246e-02 -0.1349041356 6.836053e-01 1.942638e-01
6017 -1.685458e-02 0.3916299499 1.614134e+00 8.324246e-02
6018 -1.365979e-01 -0.4869541657 1.301969e+00 -1.685458e-02
6019 -2.480742e-01 -0.3385478904 -9.187977e-03 -1.365979e-01
6020 -3.753933e-01 0.3404226728 2.436915e-01 -2.480742e-01
6021 -5.099602e-01 0.2080186716 -5.774030e-01 -3.753933e-01
6022 1.764401e-01 -0.1616931278 -3.603496e-01 -5.099602e-01
6023 1.240409e-01 -2.0093038415 9.835012e-01 1.764401e-01
6024 1.026427e-01 0.7018369967 -7.154909e-01 1.240409e-01
6025 9.302933e-01 -0.8507391968 -1.225503e-01 1.026427e-01
6026 8.268162e-01 -2.8129736072 1.152648e+00 9.302933e-01
6027 1.116191e+00 0.5918361792 1.330987e+00 8.268162e-01
6028 1.300675e+00 2.1670526271 1.682178e+00 1.116191e+00
6029 1.205289e+00 2.0565776682 2.024675e+00 1.300675e+00
6030 1.076721e+00 0.7595637188 1.007238e+00 1.205289e+00
6031 9.441890e-01 0.3546469164 1.101549e+00 1.076721e+00
6032 8.068149e-01 0.2663380705 -2.813713e-01 9.441890e-01
6033 6.682449e-01 -0.1775768665 -3.472020e+00 8.068149e-01
6034 1.172873e+00 -0.1256583772 -7.353639e-01 6.682449e-01
6035 1.053690e+00 2.6164201908 1.903828e+00 1.172873e+00
6036 9.328718e-01 -0.5251225528 1.184619e+00 1.053690e+00
6037 8.695681e-01 -0.4832795694 -4.935463e-01 9.328718e-01
6038 7.402580e-01 -0.9184228895 -5.371008e-01 8.695681e-01
6039 6.749543e-01 0.2988167601 -5.388810e-01 7.402580e-01
6040 6.460809e-01 -0.8442197518 -1.271489e+00 6.749543e-01
6041 5.452276e-01 0.9661708577 -1.256527e-01 6.460809e-01
6042 4.687946e-01 -0.5915023565 4.513391e-01 5.452276e-01
6043 3.867376e-01 -0.7249731760 -1.040937e-01 4.687946e-01
6044 3.426560e-01 0.6311899199 2.071465e-01 3.867376e-01
6045 3.750145e-01 0.7991545302 6.251718e-01 3.426560e-01
6046 2.523290e-01 -1.1188661895 -1.499034e-01 3.750145e-01
6047 2.633839e-01 -0.3607140034 1.429916e-01 2.523290e-01
6048 1.279933e-01 0.9681859589 4.258050e+00 2.633839e-01
6049 8.024378e-02 -0.1851631298 1.602537e+00 1.279933e-01
6050 4.688244e-02 -0.7499841377 1.964683e+00 8.024378e-02
6051 -8.397617e-02 0.7511477080 -9.746823e-01 4.688244e-02
L5.DJ_return L5.log_volume L5.log_volatility
6 -0.5497779085 1.750605e-01 -4.356718e+00
7 0.9051251454 1.517165e+00 -2.528849e+00
8 0.4347768223 2.283601e+00 -2.417837e+00
9 -0.4313610801 9.350983e-01 -2.366325e+00
10 0.0463364355 2.247600e-01 -2.500763e+00
11 -1.3040184276 6.058680e-01 -1.365915e+00
12 -0.0062932660 -1.365982e-02 -1.505543e+00
13 0.3770501002 4.254846e-02 -1.551386e+00
14 -0.4116842098 -4.198016e-01 -1.597475e+00
15 0.5087428892 -5.560194e-01 -1.564257e+00
16 -0.4975038131 -1.767302e-01 -1.565703e+00
17 -1.0075614830 -1.499933e-01 -1.192987e+00
18 1.2424767904 2.651649e-01 -7.225914e-01
19 0.2626634742 4.833866e-01 -8.352348e-01
20 -0.4127510280 -3.450811e-01 -9.192936e-01
21 0.2171458946 -7.188116e-01 -1.036837e+00
22 0.6960287638 -4.693299e-01 -9.714978e-01
23 -0.2176418194 -1.114498e-01 -1.095464e+00
24 0.1373715948 3.932693e-01 -1.223945e+00
25 0.1008627028 1.519266e+00 -1.356337e+00
26 -0.9901367845 -1.735747e+00 -1.060551e+00
27 1.9112533123 7.572431e-01 -1.328436e-01
28 0.8431311502 1.439655e+00 -1.189201e-01
29 -0.0371124605 5.832435e-01 -2.586112e-01
30 1.3566263456 1.410355e+00 -6.964637e-03
31 -0.3540760230 1.164921e+00 -1.248692e-01
32 0.2466612001 6.372308e-01 -2.491699e-01
33 0.3484830775 5.219771e-01 -3.567952e-01
34 0.7074081588 1.055859e+00 -3.660875e-01
35 -3.2898413753 6.349842e-01 9.930104e-01
36 2.0595410523 3.665067e-01 1.206074e+00
37 0.6821601263 1.240544e+00 1.105064e+00
38 -0.1020698398 8.180687e-01 9.658810e-01
39 0.4574170768 1.594112e-01 8.477715e-01
40 0.0298600200 8.365594e-01 7.082945e-01
41 0.3381705009 8.256002e-01 5.833935e-01
42 -0.1242359528 7.901122e-01 4.450014e-01
43 0.4543351573 7.345116e-01 3.367618e-01
44 0.5323314266 6.715163e-01 2.430836e-01
45 0.1246883109 3.188099e-01 1.068214e-01
46 -0.9172375359 -3.428645e-01 1.058432e-01
47 0.7225806853 2.103560e-01 6.322132e-02
48 0.0380389600 1.876458e-01 -7.587068e-02
49 -0.2259392949 -4.762067e-01 -2.068702e-01
50 -0.1445055000 -6.374018e-02 -3.431049e-01
51 0.1910681146 2.200913e-01 -4.714022e-01
52 -0.6181728133 1.069772e-01 -5.143205e-01
53 0.1237400280 -2.667319e-01 -6.479828e-01
54 -0.9275501125 -2.789021e-01 -5.466178e-01
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1872 -1.0087468366 -1.858639e+00 2.217435e+00
1873 -1.7283750295 -1.542337e+00 2.181646e+00
1874 -0.0573820077 -9.609844e-01 2.041949e+00
1875 0.5234412743 -2.015702e+00 1.914695e+00
1876 3.1942800888 9.438760e-02 2.185958e+00
1877 -0.2865108657 -4.914281e-01 2.048885e+00
1878 1.3188135646 -9.443294e-01 1.982668e+00
1879 1.2594273474 -3.149156e-02 1.913591e+00
1880 -0.7338633283 -1.012336e+00 1.797342e+00
1881 -3.0385464043 -8.342484e-02 2.055200e+00
1882 -1.0133697158 5.950243e-01 1.956105e+00
1883 0.2013806912 -1.221104e+00 1.818590e+00
1884 -1.0077985537 -7.387445e-01 1.726758e+00
1885 -0.8736165220 -9.212727e-01 1.625487e+00
1886 0.0865199238 -6.748207e-01 1.486411e+00
1887 0.6896278542 -1.024921e+00 1.378774e+00
1888 0.2372969064 -1.102239e+00 1.243676e+00
1889 -2.3625392252 -6.554099e-01 1.471695e+00
1890 -1.1314309380 -1.669520e-01 1.409868e+00
1891 2.2122146007 3.471739e-02 1.572856e+00
1892 1.8205737591 6.912566e-01 1.623325e+00
1893 1.2265930517 -3.024125e-01 1.570994e+00
1894 0.3374592887 -1.610655e+00 1.438982e+00
1895 0.1173391183 -1.639010e+00 1.300511e+00
1896 1.4234802908 -8.360039e-01 1.306927e+00
1897 1.9250034145 5.290849e-01 1.420466e+00
1898 1.8710698240 1.077521e+00 1.503147e+00
1899 -0.2098184854 3.360982e-01 1.365664e+00
1900 -1.9488508060 -3.332404e-01 1.465046e+00
1901 0.4050244460 6.345776e-01 1.337120e+00
1902 1.2820676019 6.331355e-01 1.314364e+00
1903 -0.4196260791 -5.077449e-01 1.186213e+00
1904 -0.0437504409 -1.534168e+00 1.046508e+00
1905 0.2012621558 -7.029056e-01 9.111813e-01
1906 0.6431619916 7.012659e-01 8.145383e-01
1907 -0.1548180767 -1.033877e-01 6.767030e-01
1908 -0.1194945383 3.577770e-01 5.381041e-01
1909 -1.8368348873 -1.443610e+00 7.736844e-01
1910 0.4600248548 -1.083136e+00 6.591891e-01
1911 -0.1991503027 -1.425414e+00 5.232469e-01
1912 -0.3468453658 -1.474241e+00 3.975563e-01
1913 0.4503049549 -5.526217e-01 2.899174e-01
1914 -1.9609414131 -1.453144e+00 6.431219e-01
1915 -0.2486980847 -1.593187e+00 5.096616e-01
1916 -0.3391405672 -1.528810e+00 3.834527e-01
1917 -0.5709957386 -8.868245e-01 2.876992e-01
1918 0.5624394090 -1.255865e+00 2.009661e-01
1919 -0.3181598078 -1.763618e+00 7.611939e-02
1920 1.2427138611 -4.181326e-01 2.049385e-01
1921 1.1852242098 -2.594571e-01 2.909428e-01
1922 0.8939828212 -1.314340e-01 2.776779e-01
1923 2.5201694755 1.044947e+00 9.023937e-01
1924 2.2111477824 2.477713e+00 1.185575e+00
1925 -0.1161755481 2.115686e+00 1.046560e+00
1926 0.2129971568 1.690827e+00 9.117162e-01
1927 -0.1270808016 6.098220e-01 7.730845e-01
1928 0.9144894391 1.042521e+00 7.264420e-01
1929 -0.2114779805 -3.794899e-02 5.908328e-01
1930 -1.0220227974 -1.806543e-01 5.721115e-01
1931 -0.2573511663 -4.848423e-01 4.395072e-01
1932 1.3233179084 1.097522e+00 5.339453e-01
1933 0.8862780226 1.442449e+00 4.986265e-01
1934 0.2844739811 1.882149e+00 3.714698e-01
1935 -1.0542644163 1.632090e+00 3.821346e-01
1936 -0.9027762215 2.870705e-01 3.527258e-01
1937 0.1487509897 3.688903e-01 2.173296e-01
1938 -0.7576889364 2.818027e-01 1.655400e-01
1939 -1.0540273456 -5.322524e-01 1.998275e-01
1940 0.5713295612 3.477335e-01 1.183574e-01
1941 0.5058980405 1.409995e+00 2.779988e-02
1942 0.1072636124 1.512646e+00 -1.087730e-01
1943 -1.0522493151 4.880895e-01 -3.823931e-02
1944 -0.7246175699 3.250748e-01 -8.103300e-02
1945 1.0697707655 1.741737e+00 7.975080e-03
1946 0.7511477080 2.690500e+00 -1.966138e-02
1947 0.3624702504 2.491030e+00 -1.302782e-01
1948 -0.4574388601 9.657593e-01 -2.291676e-01
1949 0.2768877179 1.855339e+00 -3.482496e-01
1950 -0.0521664517 1.025721e+00 -4.877476e-01
1951 -0.0209916511 -7.993647e-01 -6.274949e-01
1952 0.8298551894 1.168293e+00 -5.556697e-01
1953 1.5985570229 2.209847e+00 -7.739700e-02
1954 0.8533251914 2.293631e+00 -6.611383e-02
1955 0.1652274053 1.156722e+00 -1.986872e-01
1956 -1.0296090606 8.241495e-01 -1.235470e-01
1957 -1.3016477203 6.657350e-01 5.156667e-02
1958 -0.7092079726 -1.397757e+00 -1.166660e-03
1959 -0.6710395855 -9.461396e-01 -5.993164e-02
1960 0.3947118694 -7.499348e-01 -1.644654e-01
1961 0.7750918514 -1.890416e-01 -1.696398e-01
1962 -0.7208244382 -1.460264e-01 -2.038335e-01
1963 -1.0894694193 -6.815905e-01 -1.038081e-01
1964 0.3435045923 -3.566694e-01 -2.154878e-01
1965 0.1070265417 -6.911495e-02 -3.514341e-01
1966 -0.2990756143 -1.036822e+00 -4.714332e-01
1967 0.2148937227 -4.472574e-01 -5.955931e-01
1968 -0.4823312865 -8.977110e-01 -6.710826e-01
1969 -0.3316728393 -6.687955e-01 -7.795979e-01
1970 0.2159605409 -2.653497e-01 -8.995340e-01
1971 -0.3979341076 -3.667428e-01 -9.851432e-01
1972 0.3010689321 -3.457744e-01 -1.082549e+00
1973 0.3548839872 -8.126390e-01 -1.160659e+00
1974 1.5417785837 1.042471e-01 -4.687248e-01
1975 0.4011127790 2.355695e-01 -5.593121e-01
1976 0.0943432578 -2.761377e-01 -6.950656e-01
1977 0.0419506270 -6.178978e-01 -8.334914e-01
1978 0.8495320598 -2.469060e-01 -7.188549e-01
1979 -0.0636643820 1.761646e-01 -8.579838e-01
1980 0.3017801442 6.588625e-01 -9.590177e-01
1981 -1.7827827615 3.245741e-01 -2.116478e-01
1982 -1.2950097399 1.073624e-01 -2.050179e-02
1983 0.0319936565 -1.011745e+00 -1.596853e-01
1984 0.0319936565 -8.786854e-01 -2.988068e-01
1985 -0.9960635527 -7.045231e-01 -2.221024e-01
1986 0.2271028651 -9.588619e-01 -3.475662e-01
1987 0.8773878703 -2.705148e-01 -2.949206e-01
1988 0.9014505491 3.672171e-01 -2.398737e-01
1989 0.7809000842 3.017870e-01 -2.356190e-01
1990 0.2823403446 5.970056e-01 -3.538462e-01
1991 0.9905891426 -6.252410e-01 -2.530003e-01
1992 1.8961993211 1.745824e+00 2.810649e-01
1993 0.0088792606 2.402962e+00 1.414603e-01
1994 1.2186511823 1.867240e+00 2.496732e-01
1995 0.8456203928 2.380920e+00 2.274009e-01
1996 1.0778311703 1.292918e+00 2.746348e-01
1997 0.3560693408 1.157907e+00 1.575104e-01
1998 -0.5375687660 8.229685e-01 6.373818e-02
1999 -0.0006035685 5.639824e-01 -7.593095e-02
2000 0.8222689262 8.689707e-01 -7.480217e-02
2001 0.6786040654 1.188667e+00 -1.160826e-01
2002 -0.4148846646 6.096851e-01 -2.228142e-01
2003 -0.5347239173 4.726627e-01 -3.023185e-01
2004 -0.1005288801 7.020832e-01 -4.404966e-01
2005 0.4238715688 5.073462e-01 -5.268673e-01
2006 0.0683840131 7.141422e-01 -6.642715e-01
2007 -0.1983205551 1.765112e-01 -7.938142e-01
2008 0.1563372530 7.392744e-01 -9.223144e-01
2009 0.0279634541 9.665852e-01 -1.061113e+00
2010 0.7355010399 -6.512666e-02 -9.706142e-01
2011 0.3404226728 -2.906093e-02 -1.057797e+00
2012 1.5506687360 1.508632e+00 -4.061160e-01
2013 -0.1167682249 1.797471e+00 -5.434063e-01
2014 -0.3596471851 2.484843e-01 -6.494867e-01
2015 -1.2067008940 -1.161233e+00 -3.996102e-01
2016 0.7187875537 -1.928160e-01 -4.008200e-01
2017 0.2906378200 1.052513e+00 -5.148860e-01
2018 -0.0407870568 8.973594e-01 -6.545188e-01
2019 -0.1370377721 2.127181e-01 -7.899168e-01
2020 0.0073383009 3.808209e-01 -9.293770e-01
2021 0.9632074736 1.174122e+00 -7.308688e-01
2022 -0.4542384053 1.436903e+00 -8.078310e-01
2023 0.2886227189 1.081240e+00 -9.132273e-01
2024 0.3144634281 1.183433e+00 -1.009471e+00
2025 0.2758208996 5.208602e-01 -1.112513e+00
2026 0.2094410959 6.318432e-01 -1.228222e+00
2027 0.0459808294 1.249702e+00 -1.365737e+00
2028 0.6451770928 1.401227e+00 -1.280414e+00
2029 0.8866336286 1.919208e+00 -1.049971e+00
2030 0.5707368844 1.339828e+00 -1.045351e+00
2031 0.1391496253 1.798511e+00 -1.174015e+00
2032 -0.8388856605 1.628542e+00 -1.027112e+00
2033 0.5709739552 1.228100e+00 -1.024681e+00
2034 0.4384514186 1.673419e+00 -1.077127e+00
2035 1.2429509319 1.575856e+00 -6.480060e-01
2036 -0.4566091126 1.823253e+00 -7.280591e-01
2037 0.2010250851 1.727235e+00 -8.510580e-01
2038 -0.2159823243 1.536606e+00 -9.766277e-01
2039 0.2199907433 1.427467e+00 -1.092656e+00
2040 0.7272035645 2.342359e+00 -1.001833e+00
2041 -0.3345176880 2.729929e+00 -1.100915e+00
2042 0.1540850811 1.033329e+00 -1.226866e+00
2043 0.5494005190 1.064020e+00 -1.213800e+00
2044 0.4453264697 8.674002e-01 -1.250455e+00
2045 0.1429427569 1.475840e+00 -1.376655e+00
2046 -0.3130627872 9.215929e-01 -1.469707e+00
2047 -0.3967487539 4.318042e-01 -1.527624e+00
2048 -0.8947158168 7.228719e-01 -1.260048e+00
2049 -1.3206133785 2.157906e-01 -7.355770e-01
2050 0.1180503305 5.335884e-03 -8.686941e-01
2051 0.7422575557 2.228129e-01 -8.037106e-01
2052 0.8368487759 2.930872e-01 -7.007850e-01
2053 -0.4451111823 5.695712e-01 -7.816349e-01
2054 0.4769754118 -6.458928e-01 -8.359355e-01
2055 0.0434915868 -7.438701e-02 -9.741435e-01
2056 -0.1042034764 -1.290933e-01 -1.111041e+00
2057 1.1778750172 5.773552e-01 -7.179818e-01
2058 0.8587778182 1.638162e+00 -6.182049e-01
2059 0.0607977499 9.771893e-01 -7.558481e-01
2060 0.0423062331 1.195873e+00 -8.941973e-01
2061 -0.4462965360 4.361605e-01 -9.656677e-01
2062 0.4491196013 1.017479e+00 -1.018010e+00
2063 -0.1660789362 -2.817778e-01 -1.148838e+00
2064 1.2729403789 7.822212e-01 -6.714217e-01
2065 0.8165792287 1.451089e+00 -5.992882e-01
2066 -0.1013586276 2.921072e-01 -7.370330e-01
2067 0.3429119154 4.779348e-01 -8.319882e-01
2068 -0.5276117954 -2.534790e-01 -8.801091e-01
2069 -0.3226641516 -5.151994e-01 -9.854370e-01
2070 -0.2438381348 7.767703e-02 -1.104742e+00
2071 -1.2691690306 -1.215874e-01 -6.776026e-01
2072 0.1686649308 -1.079494e-01 -8.055697e-01
2073 0.3298730254 -2.077806e-01 -9.014536e-01
2074 -0.0209916511 -7.725807e-01 -1.041201e+00
2075 -0.0328451874 -2.559224e-01 -1.180888e+00
2076 0.1075006832 2.924838e-01 -1.312716e+00
2077 -0.0852378182 -8.808635e-01 -1.450274e+00
2078 -0.1312295393 -5.683352e-01 -1.582884e+00
2079 0.2451202404 -1.518719e-01 -1.677289e+00
2080 0.9780243940 7.744586e-01 -1.256410e+00
2081 0.7247143219 1.212622e+00 -1.139595e+00
2082 0.2239024103 1.893576e-01 -1.251666e+00
2083 0.7812556903 5.854216e-01 -1.099592e+00
2084 0.0607977499 1.314875e+00 -1.236313e+00
2085 0.6507482549 5.349647e-01 -1.167154e+00
2086 0.6911688139 1.135946e+00 -1.085120e+00
2087 0.2364671588 2.220598e-01 -1.195538e+00
2088 1.0632513205 7.977816e-02 -8.599730e-01
2089 -0.5757371531 1.035495e-01 -8.883615e-01
2090 -0.4094320379 -1.102730e-01 -9.711463e-01
2091 -0.1091819616 3.944290e-01 -1.107706e+00
2092 0.8778620117 5.805432e-01 -9.229361e-01
2093 -0.4959628533 3.032633e-01 -9.762608e-01
2094 0.3663819174 8.082777e-01 -1.055567e+00
2095 0.4449708636 1.465074e+00 -1.103585e+00
2096 -0.3543130937 6.048624e-01 -1.193864e+00
2097 -0.8238316693 -4.379448e-02 -1.052617e+00
2098 -1.2024336209 -4.199428e-01 -6.909535e-01
2099 0.7443911922 -1.221480e-01 -6.490358e-01
2100 0.1645161931 -1.362568e-01 -7.777448e-01
2101 -0.3404444562 3.332653e-01 -8.817576e-01
2102 -0.0740954940 -3.444435e-01 -1.020422e+00
2103 -0.5814268506 -1.421683e+00 -1.032650e+00
2104 0.5748856222 -3.700327e-02 -1.027863e+00
2105 0.0055602704 -7.143056e-01 -1.167308e+00
2106 -0.1626414107 -6.600391e-02 -1.297532e+00
2107 -0.0564337248 -3.771072e-01 -1.436620e+00
2108 -1.9049927214 -4.973249e-01 -3.293436e-01
2109 -0.3739899641 -7.746809e-02 -4.379182e-01
2110 0.1698502845 -1.817148e+00 -5.677016e-01
2111 0.4123736386 -1.271112e+00 -6.517494e-01
2112 -0.2188271731 -1.676171e+00 -7.789254e-01
2113 -1.1475517475 -1.667185e+00 -5.306574e-01
2114 -0.8625927332 -4.484898e-01 -4.766850e-01
2115 -0.0576190784 -1.180939e+00 -6.160531e-01
2116 -0.1033737288 -1.487939e+00 -7.536687e-01
2117 0.2444090282 -1.773259e+00 -8.691036e-01
2118 0.7390571009 -1.749390e+00 -8.056233e-01
2119 0.7510291726 -5.894739e-02 -7.452771e-01
2120 0.1953353876 1.787407e-01 -8.689157e-01
2121 0.0882979542 -9.504274e-01 -1.004129e+00
2122 0.0958842175 -1.118517e+00 -1.138136e+00
2123 -1.0592429016 -1.166925e+00 -8.521895e-01
2124 -0.3518238511 -9.598504e-01 -9.514890e-01
2125 0.4327617211 -1.529396e+00 -1.010446e+00
2126 0.0450325465 -1.581976e+00 -1.148353e+00
2127 -1.1594052839 -1.830345e+00 -7.875175e-01
2128 -0.0876085255 -1.124680e+00 -9.256792e-01
2129 0.1604859907 -8.744960e-01 -1.052425e+00
2130 -0.3266943540 -9.574454e-01 -1.152005e+00
2131 -2.2776679048 -6.274577e-01 7.698110e-02
2132 -1.7167585639 -2.217011e-01 3.871809e-01
2133 -0.3066618775 -5.597681e-01 2.594122e-01
2134 0.6589271950 -1.326755e+00 1.926640e-01
2135 -0.3165003127 -1.759185e+00 6.774512e-02
2136 -0.0993435265 -2.033495e+00 -7.084951e-02
2137 -0.5060383593 -2.325525e+00 -1.624888e-01
2138 1.2214960310 -6.475574e-01 3.998454e-03
2139 1.1606873895 -3.609144e-01 1.140291e-01
2140 0.2301847846 -1.059463e+00 -1.434237e-02
2141 -0.3985267844 -2.179568e+00 -1.259429e-01
2142 0.2595815548 -1.954213e+00 -2.487046e-01
2143 0.4536239451 -5.284395e-01 -3.358669e-01
2144 0.6532374976 -6.954340e-01 -3.647903e-01
2145 0.0855716409 -1.083466e+00 -5.015920e-01
2146 0.1891715487 -1.279328e+00 -6.286782e-01
2147 -1.4757761695 -7.599526e-01 -2.253135e-01
2148 -0.1765100482 -4.973549e-01 -3.594148e-01
2149 -0.3326211222 -8.880227e-01 -4.742578e-01
2150 -0.0689984734 -6.323617e-01 -6.133540e-01
2151 -0.3041726349 -1.446845e+00 -7.282018e-01
2152 0.7666758406 -1.038897e+00 -6.711956e-01
2153 -0.2151525768 -1.239959e+00 -7.986627e-01
2154 -0.5758556885 -1.010504e+00 -8.318433e-01
2155 0.1259921999 -1.071270e+00 -9.636318e-01
2156 0.1244512402 -1.997596e+00 -1.094771e+00
2157 -1.1155471993 -1.330239e+00 -7.815849e-01
2158 -1.1963883173 -5.043814e-01 -5.031218e-01
2159 -1.4693752599 -3.007222e-01 -1.443541e-01
2160 -0.4331391106 -7.763636e-01 -2.472293e-01
2161 0.8718167082 -1.169295e+00 -2.097695e-01
2162 -2.0793582414 -6.025223e-01 3.841213e-01
2163 -0.7357598941 -3.358413e-02 3.177919e-01
2164 0.6128169385 -1.047747e+00 2.390297e-01
2165 0.1408091204 -2.049932e+00 1.035892e-01
2166 -1.1354611404 -2.695717e+00 1.731867e-01
2167 -0.4522233041 -2.011328e+00 6.527093e-02
2168 0.9338107034 -1.212139e+00 8.664274e-02
2169 1.7347541558 2.225134e-01 4.211123e-01
2170 -0.4343244642 -1.761710e+00 3.056897e-01
2171 4.4533627218 3.153453e+00 1.775915e+00
2172 1.4302368065 2.400493e+00 1.740896e+00
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6035 -0.1256583772 -7.353639e-01 6.682449e-01
6036 2.6164201908 1.903828e+00 1.172873e+00
6037 -0.5251225528 1.184619e+00 1.053690e+00
6038 -0.4832795694 -4.935463e-01 9.328718e-01
6039 -0.9184228895 -5.371008e-01 8.695681e-01
6040 0.2988167601 -5.388810e-01 7.402580e-01
6041 -0.8442197518 -1.271489e+00 6.749543e-01
6042 0.9661708577 -1.256527e-01 6.460809e-01
6043 -0.5915023565 4.513391e-01 5.452276e-01
6044 -0.7249731760 -1.040937e-01 4.687946e-01
6045 0.6311899199 2.071465e-01 3.867376e-01
6046 0.7991545302 6.251718e-01 3.426560e-01
6047 -1.1188661895 -1.499034e-01 3.750145e-01
6048 -0.3607140034 1.429916e-01 2.523290e-01
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6050 -0.1851631298 1.602537e+00 1.279933e-01
6051 -0.7499841377 1.964683e+00 8.024378e-02[1] 6046 5 3Epoch 1/200
67/67 - 3s - loss: 0.9143 - val_loss: 0.8074 - 3s/epoch - 41ms/step
Epoch 2/200
67/67 - 2s - loss: 0.6249 - val_loss: 0.7062 - 2s/epoch - 28ms/step
Epoch 3/200
67/67 - 2s - loss: 0.5491 - val_loss: 0.6816 - 2s/epoch - 27ms/step
Epoch 4/200
67/67 - 2s - loss: 0.5207 - val_loss: 0.6678 - 2s/epoch - 27ms/step
Epoch 5/200
67/67 - 2s - loss: 0.5261 - val_loss: 0.6603 - 2s/epoch - 27ms/step
Epoch 6/200
67/67 - 2s - loss: 0.5114 - val_loss: 0.6551 - 2s/epoch - 26ms/step
Epoch 7/200
67/67 - 2s - loss: 0.5046 - val_loss: 0.6492 - 2s/epoch - 26ms/step
Epoch 8/200
67/67 - 2s - loss: 0.4955 - val_loss: 0.6459 - 2s/epoch - 26ms/step
Epoch 9/200
67/67 - 2s - loss: 0.4940 - val_loss: 0.6411 - 2s/epoch - 28ms/step
Epoch 10/200
67/67 - 2s - loss: 0.4998 - val_loss: 0.6361 - 2s/epoch - 27ms/step
Epoch 11/200
67/67 - 2s - loss: 0.4960 - val_loss: 0.6379 - 2s/epoch - 27ms/step
Epoch 12/200
67/67 - 2s - loss: 0.4827 - val_loss: 0.6347 - 2s/epoch - 27ms/step
Epoch 13/200
67/67 - 2s - loss: 0.4902 - val_loss: 0.6302 - 2s/epoch - 28ms/step
Epoch 14/200
67/67 - 2s - loss: 0.4934 - val_loss: 0.6332 - 2s/epoch - 27ms/step
Epoch 15/200
67/67 - 2s - loss: 0.4830 - val_loss: 0.6314 - 2s/epoch - 27ms/step
Epoch 16/200
67/67 - 2s - loss: 0.4778 - val_loss: 0.6302 - 2s/epoch - 27ms/step
Epoch 17/200
67/67 - 2s - loss: 0.4788 - val_loss: 0.6328 - 2s/epoch - 27ms/step
Epoch 18/200
67/67 - 2s - loss: 0.4806 - val_loss: 0.6247 - 2s/epoch - 27ms/step
Epoch 19/200
67/67 - 2s - loss: 0.4807 - val_loss: 0.6271 - 2s/epoch - 27ms/step
Epoch 20/200
67/67 - 2s - loss: 0.4804 - val_loss: 0.6308 - 2s/epoch - 27ms/step
Epoch 21/200
67/67 - 2s - loss: 0.4811 - val_loss: 0.6264 - 2s/epoch - 27ms/step
Epoch 22/200
67/67 - 2s - loss: 0.4796 - val_loss: 0.6255 - 2s/epoch - 27ms/step
Epoch 23/200
67/67 - 2s - loss: 0.4784 - val_loss: 0.6241 - 2s/epoch - 28ms/step
Epoch 24/200
67/67 - 2s - loss: 0.4801 - val_loss: 0.6208 - 2s/epoch - 27ms/step
Epoch 25/200
67/67 - 2s - loss: 0.4782 - val_loss: 0.6233 - 2s/epoch - 27ms/step
Epoch 26/200
67/67 - 2s - loss: 0.4850 - val_loss: 0.6209 - 2s/epoch - 28ms/step
Epoch 27/200
67/67 - 2s - loss: 0.4753 - val_loss: 0.6234 - 2s/epoch - 27ms/step
Epoch 28/200
67/67 - 2s - loss: 0.4874 - val_loss: 0.6283 - 2s/epoch - 27ms/step
Epoch 29/200
67/67 - 2s - loss: 0.4765 - val_loss: 0.6211 - 2s/epoch - 27ms/step
Epoch 30/200
67/67 - 2s - loss: 0.4869 - val_loss: 0.6187 - 2s/epoch - 27ms/step
Epoch 31/200
67/67 - 2s - loss: 0.4755 - val_loss: 0.6222 - 2s/epoch - 27ms/step
Epoch 32/200
67/67 - 2s - loss: 0.4693 - val_loss: 0.6251 - 2s/epoch - 27ms/step
Epoch 33/200
67/67 - 2s - loss: 0.4676 - val_loss: 0.6190 - 2s/epoch - 29ms/step
Epoch 34/200
67/67 - 2s - loss: 0.4697 - val_loss: 0.6193 - 2s/epoch - 28ms/step
Epoch 35/200
67/67 - 2s - loss: 0.4822 - val_loss: 0.6188 - 2s/epoch - 27ms/step
Epoch 36/200
67/67 - 2s - loss: 0.4770 - val_loss: 0.6207 - 2s/epoch - 27ms/step
Epoch 37/200
67/67 - 2s - loss: 0.4728 - val_loss: 0.6208 - 2s/epoch - 27ms/step
Epoch 38/200
67/67 - 2s - loss: 0.4702 - val_loss: 0.6194 - 2s/epoch - 27ms/step
Epoch 39/200
67/67 - 2s - loss: 0.4732 - val_loss: 0.6208 - 2s/epoch - 27ms/step
Epoch 40/200
67/67 - 2s - loss: 0.4671 - val_loss: 0.6162 - 2s/epoch - 27ms/step
Epoch 41/200
67/67 - 2s - loss: 0.4665 - val_loss: 0.6189 - 2s/epoch - 27ms/step
Epoch 42/200
67/67 - 2s - loss: 0.4711 - val_loss: 0.6156 - 2s/epoch - 27ms/step
Epoch 43/200
67/67 - 2s - loss: 0.4657 - val_loss: 0.6162 - 2s/epoch - 28ms/step
Epoch 44/200
67/67 - 2s - loss: 0.4712 - val_loss: 0.6196 - 2s/epoch - 27ms/step
Epoch 45/200
67/67 - 2s - loss: 0.4750 - val_loss: 0.6190 - 2s/epoch - 28ms/step
Epoch 46/200
67/67 - 2s - loss: 0.4793 - val_loss: 0.6195 - 2s/epoch - 27ms/step
Epoch 47/200
67/67 - 2s - loss: 0.4553 - val_loss: 0.6191 - 2s/epoch - 27ms/step
Epoch 48/200
67/67 - 2s - loss: 0.4669 - val_loss: 0.6155 - 2s/epoch - 27ms/step
Epoch 49/200
67/67 - 2s - loss: 0.4755 - val_loss: 0.6164 - 2s/epoch - 27ms/step
Epoch 50/200
67/67 - 2s - loss: 0.4670 - val_loss: 0.6165 - 2s/epoch - 28ms/step
Epoch 51/200
67/67 - 2s - loss: 0.4678 - val_loss: 0.6204 - 2s/epoch - 27ms/step
Epoch 52/200
67/67 - 2s - loss: 0.4740 - val_loss: 0.6151 - 2s/epoch - 28ms/step
Epoch 53/200
67/67 - 2s - loss: 0.4681 - val_loss: 0.6245 - 2s/epoch - 27ms/step
Epoch 54/200
67/67 - 2s - loss: 0.4687 - val_loss: 0.6176 - 2s/epoch - 28ms/step
Epoch 55/200
67/67 - 2s - loss: 0.4688 - val_loss: 0.6175 - 2s/epoch - 28ms/step
Epoch 56/200
67/67 - 2s - loss: 0.4668 - val_loss: 0.6177 - 2s/epoch - 27ms/step
Epoch 57/200
67/67 - 2s - loss: 0.4643 - val_loss: 0.6183 - 2s/epoch - 27ms/step
Epoch 58/200
67/67 - 2s - loss: 0.4593 - val_loss: 0.6186 - 2s/epoch - 27ms/step
Epoch 59/200
67/67 - 2s - loss: 0.4665 - val_loss: 0.6193 - 2s/epoch - 27ms/step
Epoch 60/200
67/67 - 2s - loss: 0.4720 - val_loss: 0.6218 - 2s/epoch - 27ms/step
Epoch 61/200
67/67 - 2s - loss: 0.4598 - val_loss: 0.6201 - 2s/epoch - 27ms/step
Epoch 62/200
67/67 - 2s - loss: 0.4638 - val_loss: 0.6134 - 2s/epoch - 27ms/step
Epoch 63/200
67/67 - 2s - loss: 0.4748 - val_loss: 0.6203 - 2s/epoch - 27ms/step
Epoch 64/200
67/67 - 2s - loss: 0.4632 - val_loss: 0.6181 - 2s/epoch - 27ms/step
Epoch 65/200
67/67 - 2s - loss: 0.4690 - val_loss: 0.6143 - 2s/epoch - 27ms/step
Epoch 66/200
67/67 - 2s - loss: 0.4651 - val_loss: 0.6176 - 2s/epoch - 27ms/step
Epoch 67/200
67/67 - 2s - loss: 0.4536 - val_loss: 0.6182 - 2s/epoch - 27ms/step
Epoch 68/200
67/67 - 2s - loss: 0.4591 - val_loss: 0.6145 - 2s/epoch - 27ms/step
Epoch 69/200
67/67 - 2s - loss: 0.4663 - val_loss: 0.6183 - 2s/epoch - 27ms/step
Epoch 70/200
67/67 - 2s - loss: 0.4660 - val_loss: 0.6151 - 2s/epoch - 28ms/step
Epoch 71/200
67/67 - 2s - loss: 0.4720 - val_loss: 0.6221 - 2s/epoch - 27ms/step
Epoch 72/200
67/67 - 2s - loss: 0.4663 - val_loss: 0.6196 - 2s/epoch - 27ms/step
Epoch 73/200
67/67 - 2s - loss: 0.4722 - val_loss: 0.6148 - 2s/epoch - 27ms/step
Epoch 74/200
67/67 - 2s - loss: 0.4581 - val_loss: 0.6179 - 2s/epoch - 27ms/step
Epoch 75/200
67/67 - 2s - loss: 0.4675 - val_loss: 0.6195 - 2s/epoch - 27ms/step
Epoch 76/200
67/67 - 2s - loss: 0.4556 - val_loss: 0.6154 - 2s/epoch - 27ms/step
Epoch 77/200
67/67 - 2s - loss: 0.4668 - val_loss: 0.6143 - 2s/epoch - 27ms/step
Epoch 78/200
67/67 - 2s - loss: 0.4579 - val_loss: 0.6163 - 2s/epoch - 27ms/step
Epoch 79/200
67/67 - 2s - loss: 0.4555 - val_loss: 0.6208 - 2s/epoch - 27ms/step
Epoch 80/200
67/67 - 2s - loss: 0.4641 - val_loss: 0.6164 - 2s/epoch - 26ms/step
Epoch 81/200
67/67 - 2s - loss: 0.4651 - val_loss: 0.6159 - 2s/epoch - 27ms/step
Epoch 82/200
67/67 - 2s - loss: 0.4620 - val_loss: 0.6247 - 2s/epoch - 27ms/step
Epoch 83/200
67/67 - 2s - loss: 0.4565 - val_loss: 0.6175 - 2s/epoch - 27ms/step
Epoch 84/200
67/67 - 2s - loss: 0.4623 - val_loss: 0.6204 - 2s/epoch - 27ms/step
Epoch 85/200
67/67 - 2s - loss: 0.4515 - val_loss: 0.6201 - 2s/epoch - 27ms/step
Epoch 86/200
67/67 - 2s - loss: 0.4611 - val_loss: 0.6196 - 2s/epoch - 27ms/step
Epoch 87/200
67/67 - 2s - loss: 0.4714 - val_loss: 0.6190 - 2s/epoch - 27ms/step
Epoch 88/200
67/67 - 2s - loss: 0.4560 - val_loss: 0.6220 - 2s/epoch - 27ms/step
Epoch 89/200
67/67 - 2s - loss: 0.4631 - val_loss: 0.6157 - 2s/epoch - 27ms/step
Epoch 90/200
67/67 - 2s - loss: 0.4608 - val_loss: 0.6154 - 2s/epoch - 27ms/step
Epoch 91/200
67/67 - 2s - loss: 0.4537 - val_loss: 0.6132 - 2s/epoch - 27ms/step
Epoch 92/200
67/67 - 2s - loss: 0.4639 - val_loss: 0.6165 - 2s/epoch - 27ms/step
Epoch 93/200
67/67 - 2s - loss: 0.4561 - val_loss: 0.6246 - 2s/epoch - 27ms/step
Epoch 94/200
67/67 - 2s - loss: 0.4678 - val_loss: 0.6220 - 2s/epoch - 27ms/step
Epoch 95/200
67/67 - 2s - loss: 0.4521 - val_loss: 0.6228 - 2s/epoch - 27ms/step
Epoch 96/200
67/67 - 2s - loss: 0.4564 - val_loss: 0.6152 - 2s/epoch - 27ms/step
Epoch 97/200
67/67 - 2s - loss: 0.4561 - val_loss: 0.6161 - 2s/epoch - 27ms/step
Epoch 98/200
67/67 - 2s - loss: 0.4567 - val_loss: 0.6259 - 2s/epoch - 27ms/step
Epoch 99/200
67/67 - 2s - loss: 0.4564 - val_loss: 0.6232 - 2s/epoch - 27ms/step
Epoch 100/200
67/67 - 2s - loss: 0.4617 - val_loss: 0.6168 - 2s/epoch - 27ms/step
Epoch 101/200
67/67 - 2s - loss: 0.4603 - val_loss: 0.6172 - 2s/epoch - 26ms/step
Epoch 102/200
67/67 - 2s - loss: 0.4582 - val_loss: 0.6195 - 2s/epoch - 27ms/step
Epoch 103/200
67/67 - 2s - loss: 0.4613 - val_loss: 0.6195 - 2s/epoch - 27ms/step
Epoch 104/200
67/67 - 2s - loss: 0.4541 - val_loss: 0.6233 - 2s/epoch - 28ms/step
Epoch 105/200
67/67 - 2s - loss: 0.4581 - val_loss: 0.6234 - 2s/epoch - 27ms/step
Epoch 106/200
67/67 - 2s - loss: 0.4593 - val_loss: 0.6171 - 2s/epoch - 27ms/step
Epoch 107/200
67/67 - 2s - loss: 0.4586 - val_loss: 0.6170 - 2s/epoch - 27ms/step
Epoch 108/200
67/67 - 2s - loss: 0.4521 - val_loss: 0.6202 - 2s/epoch - 27ms/step
Epoch 109/200
67/67 - 2s - loss: 0.4610 - val_loss: 0.6170 - 2s/epoch - 27ms/step
Epoch 110/200
67/67 - 2s - loss: 0.4531 - val_loss: 0.6177 - 2s/epoch - 27ms/step
Epoch 111/200
67/67 - 2s - loss: 0.4535 - val_loss: 0.6170 - 2s/epoch - 27ms/step
Epoch 112/200
67/67 - 2s - loss: 0.4638 - val_loss: 0.6234 - 2s/epoch - 27ms/step
Epoch 113/200
67/67 - 2s - loss: 0.4495 - val_loss: 0.6155 - 2s/epoch - 27ms/step
Epoch 114/200
67/67 - 2s - loss: 0.4534 - val_loss: 0.6151 - 2s/epoch - 27ms/step
Epoch 115/200
67/67 - 2s - loss: 0.4496 - val_loss: 0.6232 - 2s/epoch - 27ms/step
Epoch 116/200
67/67 - 2s - loss: 0.4597 - val_loss: 0.6152 - 2s/epoch - 27ms/step
Epoch 117/200
67/67 - 2s - loss: 0.4595 - val_loss: 0.6177 - 2s/epoch - 28ms/step
Epoch 118/200
67/67 - 2s - loss: 0.4492 - val_loss: 0.6248 - 2s/epoch - 27ms/step
Epoch 119/200
67/67 - 2s - loss: 0.4488 - val_loss: 0.6227 - 2s/epoch - 27ms/step
Epoch 120/200
67/67 - 2s - loss: 0.4585 - val_loss: 0.6218 - 2s/epoch - 27ms/step
Epoch 121/200
67/67 - 2s - loss: 0.4464 - val_loss: 0.6167 - 2s/epoch - 27ms/step
Epoch 122/200
67/67 - 2s - loss: 0.4641 - val_loss: 0.6164 - 2s/epoch - 27ms/step
Epoch 123/200
67/67 - 2s - loss: 0.4563 - val_loss: 0.6181 - 2s/epoch - 27ms/step
Epoch 124/200
67/67 - 2s - loss: 0.4563 - val_loss: 0.6170 - 2s/epoch - 27ms/step
Epoch 125/200
67/67 - 2s - loss: 0.4516 - val_loss: 0.6194 - 2s/epoch - 27ms/step
Epoch 126/200
67/67 - 2s - loss: 0.4572 - val_loss: 0.6190 - 2s/epoch - 27ms/step
Epoch 127/200
67/67 - 2s - loss: 0.4560 - val_loss: 0.6141 - 2s/epoch - 27ms/step
Epoch 128/200
67/67 - 2s - loss: 0.4464 - val_loss: 0.6212 - 2s/epoch - 27ms/step
Epoch 129/200
67/67 - 2s - loss: 0.4532 - val_loss: 0.6180 - 2s/epoch - 27ms/step
Epoch 130/200
67/67 - 2s - loss: 0.4658 - val_loss: 0.6152 - 2s/epoch - 27ms/step
Epoch 131/200
67/67 - 2s - loss: 0.4590 - val_loss: 0.6273 - 2s/epoch - 27ms/step
Epoch 132/200
67/67 - 2s - loss: 0.4568 - val_loss: 0.6183 - 2s/epoch - 27ms/step
Epoch 133/200
67/67 - 2s - loss: 0.4627 - val_loss: 0.6178 - 2s/epoch - 27ms/step
Epoch 134/200
67/67 - 2s - loss: 0.4597 - val_loss: 0.6193 - 2s/epoch - 27ms/step
Epoch 135/200
67/67 - 2s - loss: 0.4519 - val_loss: 0.6167 - 2s/epoch - 27ms/step
Epoch 136/200
67/67 - 2s - loss: 0.4568 - val_loss: 0.6194 - 2s/epoch - 27ms/step
Epoch 137/200
67/67 - 2s - loss: 0.4526 - val_loss: 0.6150 - 2s/epoch - 27ms/step
Epoch 138/200
67/67 - 2s - loss: 0.4534 - val_loss: 0.6179 - 2s/epoch - 27ms/step
Epoch 139/200
67/67 - 2s - loss: 0.4517 - val_loss: 0.6173 - 2s/epoch - 27ms/step
Epoch 140/200
67/67 - 2s - loss: 0.4509 - val_loss: 0.6141 - 2s/epoch - 27ms/step
Epoch 141/200
67/67 - 2s - loss: 0.4630 - val_loss: 0.6155 - 2s/epoch - 27ms/step
Epoch 142/200
67/67 - 2s - loss: 0.4512 - val_loss: 0.6287 - 2s/epoch - 27ms/step
Epoch 143/200
67/67 - 2s - loss: 0.4561 - val_loss: 0.6145 - 2s/epoch - 27ms/step
Epoch 144/200
67/67 - 2s - loss: 0.4598 - val_loss: 0.6156 - 2s/epoch - 27ms/step
Epoch 145/200
67/67 - 2s - loss: 0.4552 - val_loss: 0.6194 - 2s/epoch - 28ms/step
Epoch 146/200
67/67 - 2s - loss: 0.4580 - val_loss: 0.6177 - 2s/epoch - 27ms/step
Epoch 147/200
67/67 - 2s - loss: 0.4604 - val_loss: 0.6231 - 2s/epoch - 27ms/step
Epoch 148/200
67/67 - 2s - loss: 0.4553 - val_loss: 0.6176 - 2s/epoch - 27ms/step
Epoch 149/200
67/67 - 2s - loss: 0.4453 - val_loss: 0.6182 - 2s/epoch - 27ms/step
Epoch 150/200
67/67 - 2s - loss: 0.4482 - val_loss: 0.6237 - 2s/epoch - 26ms/step
Epoch 151/200
67/67 - 2s - loss: 0.4516 - val_loss: 0.6173 - 2s/epoch - 27ms/step
Epoch 152/200
67/67 - 2s - loss: 0.4495 - val_loss: 0.6127 - 2s/epoch - 27ms/step
Epoch 153/200
67/67 - 2s - loss: 0.4511 - val_loss: 0.6143 - 2s/epoch - 27ms/step
Epoch 154/200
67/67 - 2s - loss: 0.4507 - val_loss: 0.6152 - 2s/epoch - 27ms/step
Epoch 155/200
67/67 - 2s - loss: 0.4512 - val_loss: 0.6204 - 2s/epoch - 27ms/step
Epoch 156/200
67/67 - 2s - loss: 0.4604 - val_loss: 0.6239 - 2s/epoch - 27ms/step
Epoch 157/200
67/67 - 2s - loss: 0.4559 - val_loss: 0.6160 - 2s/epoch - 27ms/step
Epoch 158/200
67/67 - 2s - loss: 0.4641 - val_loss: 0.6186 - 2s/epoch - 27ms/step
Epoch 159/200
67/67 - 2s - loss: 0.4477 - val_loss: 0.6175 - 2s/epoch - 27ms/step
Epoch 160/200
67/67 - 2s - loss: 0.4471 - val_loss: 0.6161 - 2s/epoch - 27ms/step
Epoch 161/200
67/67 - 2s - loss: 0.4511 - val_loss: 0.6159 - 2s/epoch - 28ms/step
Epoch 162/200
67/67 - 2s - loss: 0.4576 - val_loss: 0.6121 - 2s/epoch - 27ms/step
Epoch 163/200
67/67 - 2s - loss: 0.4589 - val_loss: 0.6194 - 2s/epoch - 27ms/step
Epoch 164/200
67/67 - 2s - loss: 0.4536 - val_loss: 0.6253 - 2s/epoch - 27ms/step
Epoch 165/200
67/67 - 2s - loss: 0.4599 - val_loss: 0.6239 - 2s/epoch - 27ms/step
Epoch 166/200
67/67 - 2s - loss: 0.4551 - val_loss: 0.6193 - 2s/epoch - 28ms/step
Epoch 167/200
67/67 - 2s - loss: 0.4525 - val_loss: 0.6151 - 2s/epoch - 27ms/step
Epoch 168/200
67/67 - 2s - loss: 0.4512 - val_loss: 0.6163 - 2s/epoch - 27ms/step
Epoch 169/200
67/67 - 2s - loss: 0.4537 - val_loss: 0.6135 - 2s/epoch - 27ms/step
Epoch 170/200
67/67 - 2s - loss: 0.4451 - val_loss: 0.6130 - 2s/epoch - 27ms/step
Epoch 171/200
67/67 - 2s - loss: 0.4542 - val_loss: 0.6187 - 2s/epoch - 27ms/step
Epoch 172/200
67/67 - 2s - loss: 0.4526 - val_loss: 0.6147 - 2s/epoch - 27ms/step
Epoch 173/200
67/67 - 2s - loss: 0.4584 - val_loss: 0.6150 - 2s/epoch - 27ms/step
Epoch 174/200
67/67 - 2s - loss: 0.4470 - val_loss: 0.6165 - 2s/epoch - 27ms/step
Epoch 175/200
67/67 - 2s - loss: 0.4649 - val_loss: 0.6147 - 2s/epoch - 27ms/step
Epoch 176/200
67/67 - 2s - loss: 0.4526 - val_loss: 0.6161 - 2s/epoch - 27ms/step
Epoch 177/200
67/67 - 2s - loss: 0.4529 - val_loss: 0.6155 - 2s/epoch - 27ms/step
Epoch 178/200
67/67 - 2s - loss: 0.4617 - val_loss: 0.6203 - 2s/epoch - 27ms/step
Epoch 179/200
67/67 - 2s - loss: 0.4455 - val_loss: 0.6193 - 2s/epoch - 27ms/step
Epoch 180/200
67/67 - 2s - loss: 0.4498 - val_loss: 0.6230 - 2s/epoch - 27ms/step
Epoch 181/200
67/67 - 2s - loss: 0.4488 - val_loss: 0.6196 - 2s/epoch - 27ms/step
Epoch 182/200
67/67 - 2s - loss: 0.4558 - val_loss: 0.6153 - 2s/epoch - 27ms/step
Epoch 183/200
67/67 - 2s - loss: 0.4569 - val_loss: 0.6178 - 2s/epoch - 27ms/step
Epoch 184/200
67/67 - 2s - loss: 0.4497 - val_loss: 0.6158 - 2s/epoch - 27ms/step
Epoch 185/200
67/67 - 2s - loss: 0.4565 - val_loss: 0.6229 - 2s/epoch - 27ms/step
Epoch 186/200
67/67 - 2s - loss: 0.4524 - val_loss: 0.6141 - 2s/epoch - 27ms/step
Epoch 187/200
67/67 - 2s - loss: 0.4519 - val_loss: 0.6153 - 2s/epoch - 27ms/step
Epoch 188/200
67/67 - 2s - loss: 0.4493 - val_loss: 0.6150 - 2s/epoch - 27ms/step
Epoch 189/200
67/67 - 2s - loss: 0.4494 - val_loss: 0.6218 - 2s/epoch - 27ms/step
Epoch 190/200
67/67 - 2s - loss: 0.4575 - val_loss: 0.6162 - 2s/epoch - 27ms/step
Epoch 191/200
67/67 - 2s - loss: 0.4591 - val_loss: 0.6164 - 2s/epoch - 27ms/step
Epoch 192/200
67/67 - 2s - loss: 0.4456 - val_loss: 0.6141 - 2s/epoch - 27ms/step
Epoch 193/200
67/67 - 2s - loss: 0.4573 - val_loss: 0.6230 - 2s/epoch - 27ms/step
Epoch 194/200
67/67 - 2s - loss: 0.4509 - val_loss: 0.6166 - 2s/epoch - 27ms/step
Epoch 195/200
67/67 - 2s - loss: 0.4520 - val_loss: 0.6165 - 2s/epoch - 27ms/step
Epoch 196/200
67/67 - 2s - loss: 0.4514 - val_loss: 0.6129 - 2s/epoch - 27ms/step
Epoch 197/200
67/67 - 2s - loss: 0.4475 - val_loss: 0.6222 - 2s/epoch - 27ms/step
Epoch 198/200
67/67 - 2s - loss: 0.4552 - val_loss: 0.6199 - 2s/epoch - 27ms/step
Epoch 199/200
67/67 - 2s - loss: 0.4536 - val_loss: 0.6221 - 2s/epoch - 27ms/step
Epoch 200/200
67/67 - 2s - loss: 0.4481 - val_loss: 0.6183 - 2s/epoch - 27ms/step56/56 - 0s - 448ms/epoch - 8ms/step[1] 0.4134563 [1] "dayfri" "daymon" "daythur"
[4] "daytues" "daywed" "L1.DJ_return"
[7] "L1.log_volume" "L1.log_volatility" "L2.DJ_return"
[10] "L2.log_volume" "L2.log_volatility" "L3.DJ_return"
[13] "L3.log_volume" "L3.log_volatility" "L4.DJ_return"
[16] "L4.log_volume" "L4.log_volatility" "L5.DJ_return"
[19] "L5.log_volume" "L5.log_volatility"Epoch 1/100
134/134 - 1s - loss: 1.2247 - val_loss: 0.6801 - 1s/epoch - 10ms/step
Epoch 2/100
134/134 - 1s - loss: 0.6629 - val_loss: 0.6176 - 871ms/epoch - 7ms/step
Epoch 3/100
134/134 - 1s - loss: 0.5367 - val_loss: 0.6033 - 901ms/epoch - 7ms/step
Epoch 4/100
134/134 - 1s - loss: 0.4946 - val_loss: 0.5947 - 891ms/epoch - 7ms/step
Epoch 5/100
134/134 - 1s - loss: 0.4693 - val_loss: 0.5856 - 881ms/epoch - 7ms/step
Epoch 6/100
134/134 - 1s - loss: 0.4661 - val_loss: 0.5931 - 884ms/epoch - 7ms/step
Epoch 7/100
134/134 - 1s - loss: 0.4598 - val_loss: 0.5858 - 888ms/epoch - 7ms/step
Epoch 8/100
134/134 - 1s - loss: 0.4531 - val_loss: 0.5893 - 895ms/epoch - 7ms/step
Epoch 9/100
134/134 - 1s - loss: 0.4465 - val_loss: 0.5886 - 884ms/epoch - 7ms/step
Epoch 10/100
134/134 - 1s - loss: 0.4400 - val_loss: 0.5870 - 886ms/epoch - 7ms/step
Epoch 11/100
134/134 - 1s - loss: 0.4398 - val_loss: 0.5886 - 898ms/epoch - 7ms/step
Epoch 12/100
134/134 - 1s - loss: 0.4427 - val_loss: 0.5863 - 899ms/epoch - 7ms/step
Epoch 13/100
134/134 - 1s - loss: 0.4321 - val_loss: 0.5822 - 867ms/epoch - 6ms/step
Epoch 14/100
134/134 - 1s - loss: 0.4349 - val_loss: 0.5819 - 868ms/epoch - 6ms/step
Epoch 15/100
134/134 - 1s - loss: 0.4382 - val_loss: 0.5801 - 888ms/epoch - 7ms/step
Epoch 16/100
134/134 - 1s - loss: 0.4348 - val_loss: 0.5796 - 880ms/epoch - 7ms/step
Epoch 17/100
134/134 - 1s - loss: 0.4338 - val_loss: 0.5825 - 883ms/epoch - 7ms/step
Epoch 18/100
134/134 - 1s - loss: 0.4243 - val_loss: 0.5825 - 882ms/epoch - 7ms/step
Epoch 19/100
134/134 - 1s - loss: 0.4361 - val_loss: 0.5830 - 868ms/epoch - 6ms/step
Epoch 20/100
134/134 - 1s - loss: 0.4306 - val_loss: 0.5802 - 894ms/epoch - 7ms/step
Epoch 21/100
134/134 - 1s - loss: 0.4250 - val_loss: 0.5793 - 885ms/epoch - 7ms/step
Epoch 22/100
134/134 - 1s - loss: 0.4293 - val_loss: 0.5855 - 876ms/epoch - 7ms/step
Epoch 23/100
134/134 - 1s - loss: 0.4383 - val_loss: 0.5842 - 885ms/epoch - 7ms/step
Epoch 24/100
134/134 - 1s - loss: 0.4317 - val_loss: 0.5795 - 892ms/epoch - 7ms/step
Epoch 25/100
134/134 - 1s - loss: 0.4286 - val_loss: 0.5761 - 869ms/epoch - 6ms/step
Epoch 26/100
134/134 - 1s - loss: 0.4243 - val_loss: 0.5781 - 879ms/epoch - 7ms/step
Epoch 27/100
134/134 - 1s - loss: 0.4278 - val_loss: 0.5765 - 893ms/epoch - 7ms/step
Epoch 28/100
134/134 - 1s - loss: 0.4303 - val_loss: 0.5801 - 893ms/epoch - 7ms/step
Epoch 29/100
134/134 - 1s - loss: 0.4254 - val_loss: 0.5797 - 889ms/epoch - 7ms/step
Epoch 30/100
134/134 - 1s - loss: 0.4332 - val_loss: 0.5757 - 892ms/epoch - 7ms/step
Epoch 31/100
134/134 - 1s - loss: 0.4280 - val_loss: 0.5772 - 878ms/epoch - 7ms/step
Epoch 32/100
134/134 - 1s - loss: 0.4268 - val_loss: 0.5811 - 892ms/epoch - 7ms/step
Epoch 33/100
134/134 - 1s - loss: 0.4243 - val_loss: 0.5793 - 898ms/epoch - 7ms/step
Epoch 34/100
134/134 - 1s - loss: 0.4295 - val_loss: 0.5766 - 883ms/epoch - 7ms/step
Epoch 35/100
134/134 - 1s - loss: 0.4245 - val_loss: 0.5780 - 890ms/epoch - 7ms/step
Epoch 36/100
134/134 - 1s - loss: 0.4293 - val_loss: 0.5832 - 877ms/epoch - 7ms/step
Epoch 37/100
134/134 - 1s - loss: 0.4375 - val_loss: 0.5785 - 890ms/epoch - 7ms/step
Epoch 38/100
134/134 - 1s - loss: 0.4326 - val_loss: 0.5797 - 877ms/epoch - 7ms/step
Epoch 39/100
134/134 - 1s - loss: 0.4221 - val_loss: 0.5790 - 885ms/epoch - 7ms/step
Epoch 40/100
134/134 - 1s - loss: 0.4289 - val_loss: 0.5770 - 880ms/epoch - 7ms/step
Epoch 41/100
134/134 - 1s - loss: 0.4289 - val_loss: 0.5779 - 871ms/epoch - 6ms/step
Epoch 42/100
134/134 - 1s - loss: 0.4285 - val_loss: 0.5761 - 868ms/epoch - 6ms/step
Epoch 43/100
134/134 - 1s - loss: 0.4236 - val_loss: 0.5759 - 887ms/epoch - 7ms/step
Epoch 44/100
134/134 - 1s - loss: 0.4313 - val_loss: 0.5757 - 863ms/epoch - 6ms/step
Epoch 45/100
134/134 - 1s - loss: 0.4329 - val_loss: 0.5778 - 872ms/epoch - 7ms/step
Epoch 46/100
134/134 - 1s - loss: 0.4319 - val_loss: 0.5789 - 881ms/epoch - 7ms/step
Epoch 47/100
134/134 - 1s - loss: 0.4265 - val_loss: 0.5781 - 892ms/epoch - 7ms/step
Epoch 48/100
134/134 - 1s - loss: 0.4229 - val_loss: 0.5776 - 877ms/epoch - 7ms/step
Epoch 49/100
134/134 - 1s - loss: 0.4276 - val_loss: 0.5785 - 879ms/epoch - 7ms/step
Epoch 50/100
134/134 - 1s - loss: 0.4293 - val_loss: 0.5766 - 867ms/epoch - 6ms/step
Epoch 51/100
134/134 - 1s - loss: 0.4305 - val_loss: 0.5764 - 866ms/epoch - 6ms/step
Epoch 52/100
134/134 - 1s - loss: 0.4254 - val_loss: 0.5799 - 885ms/epoch - 7ms/step
Epoch 53/100
134/134 - 1s - loss: 0.4271 - val_loss: 0.5758 - 870ms/epoch - 6ms/step
Epoch 54/100
134/134 - 1s - loss: 0.4255 - val_loss: 0.5769 - 875ms/epoch - 7ms/step
Epoch 55/100
134/134 - 1s - loss: 0.4218 - val_loss: 0.5780 - 866ms/epoch - 6ms/step
Epoch 56/100
134/134 - 1s - loss: 0.4320 - val_loss: 0.5770 - 881ms/epoch - 7ms/step
Epoch 57/100
134/134 - 1s - loss: 0.4275 - val_loss: 0.5791 - 879ms/epoch - 7ms/step
Epoch 58/100
134/134 - 1s - loss: 0.4282 - val_loss: 0.5751 - 872ms/epoch - 7ms/step
Epoch 59/100
134/134 - 1s - loss: 0.4297 - val_loss: 0.5772 - 858ms/epoch - 6ms/step
Epoch 60/100
134/134 - 1s - loss: 0.4294 - val_loss: 0.5746 - 873ms/epoch - 7ms/step
Epoch 61/100
134/134 - 1s - loss: 0.4331 - val_loss: 0.5783 - 885ms/epoch - 7ms/step
Epoch 62/100
134/134 - 1s - loss: 0.4301 - val_loss: 0.5731 - 872ms/epoch - 7ms/step
Epoch 63/100
134/134 - 1s - loss: 0.4294 - val_loss: 0.5768 - 886ms/epoch - 7ms/step
Epoch 64/100
134/134 - 1s - loss: 0.4221 - val_loss: 0.5751 - 878ms/epoch - 7ms/step
Epoch 65/100
134/134 - 1s - loss: 0.4305 - val_loss: 0.5804 - 857ms/epoch - 6ms/step
Epoch 66/100
134/134 - 1s - loss: 0.4335 - val_loss: 0.5812 - 872ms/epoch - 7ms/step
Epoch 67/100
134/134 - 1s - loss: 0.4319 - val_loss: 0.5752 - 892ms/epoch - 7ms/step
Epoch 68/100
134/134 - 1s - loss: 0.4326 - val_loss: 0.5771 - 877ms/epoch - 7ms/step
Epoch 69/100
134/134 - 1s - loss: 0.4277 - val_loss: 0.5792 - 864ms/epoch - 6ms/step
Epoch 70/100
134/134 - 1s - loss: 0.4283 - val_loss: 0.5769 - 873ms/epoch - 7ms/step
Epoch 71/100
134/134 - 1s - loss: 0.4265 - val_loss: 0.5757 - 873ms/epoch - 7ms/step
Epoch 72/100
134/134 - 1s - loss: 0.4300 - val_loss: 0.5784 - 883ms/epoch - 7ms/step
Epoch 73/100
134/134 - 1s - loss: 0.4308 - val_loss: 0.5756 - 873ms/epoch - 7ms/step
Epoch 74/100
134/134 - 1s - loss: 0.4346 - val_loss: 0.5777 - 860ms/epoch - 6ms/step
Epoch 75/100
134/134 - 1s - loss: 0.4356 - val_loss: 0.5746 - 881ms/epoch - 7ms/step
Epoch 76/100
134/134 - 1s - loss: 0.4301 - val_loss: 0.5756 - 884ms/epoch - 7ms/step
Epoch 77/100
134/134 - 1s - loss: 0.4383 - val_loss: 0.5771 - 861ms/epoch - 6ms/step
Epoch 78/100
134/134 - 1s - loss: 0.4290 - val_loss: 0.5782 - 867ms/epoch - 6ms/step
Epoch 79/100
134/134 - 1s - loss: 0.4346 - val_loss: 0.5761 - 860ms/epoch - 6ms/step
Epoch 80/100
134/134 - 1s - loss: 0.4389 - val_loss: 0.5730 - 860ms/epoch - 6ms/step
Epoch 81/100
134/134 - 1s - loss: 0.4264 - val_loss: 0.5744 - 860ms/epoch - 6ms/step
Epoch 82/100
134/134 - 1s - loss: 0.4349 - val_loss: 0.5765 - 860ms/epoch - 6ms/step
Epoch 83/100
134/134 - 1s - loss: 0.4315 - val_loss: 0.5750 - 860ms/epoch - 6ms/step
Epoch 84/100
134/134 - 1s - loss: 0.4306 - val_loss: 0.5769 - 863ms/epoch - 6ms/step
Epoch 85/100
134/134 - 1s - loss: 0.4292 - val_loss: 0.5835 - 862ms/epoch - 6ms/step
Epoch 86/100
134/134 - 1s - loss: 0.4330 - val_loss: 0.5744 - 876ms/epoch - 7ms/step
Epoch 87/100
134/134 - 1s - loss: 0.4365 - val_loss: 0.5757 - 860ms/epoch - 6ms/step
Epoch 88/100
134/134 - 1s - loss: 0.4371 - val_loss: 0.5762 - 862ms/epoch - 6ms/step
Epoch 89/100
134/134 - 1s - loss: 0.4272 - val_loss: 0.5784 - 856ms/epoch - 6ms/step
Epoch 90/100
134/134 - 1s - loss: 0.4368 - val_loss: 0.5738 - 884ms/epoch - 7ms/step
Epoch 91/100
134/134 - 1s - loss: 0.4393 - val_loss: 0.5831 - 873ms/epoch - 7ms/step
Epoch 92/100
134/134 - 1s - loss: 0.4370 - val_loss: 0.5928 - 873ms/epoch - 7ms/step
Epoch 93/100
134/134 - 1s - loss: 0.4307 - val_loss: 0.5785 - 866ms/epoch - 6ms/step
Epoch 94/100
134/134 - 1s - loss: 0.4350 - val_loss: 0.5772 - 881ms/epoch - 7ms/step
Epoch 95/100
134/134 - 1s - loss: 0.4333 - val_loss: 0.5742 - 881ms/epoch - 7ms/step
Epoch 96/100
134/134 - 1s - loss: 0.4400 - val_loss: 0.5746 - 874ms/epoch - 7ms/step
Epoch 97/100
134/134 - 1s - loss: 0.4310 - val_loss: 0.5758 - 872ms/epoch - 7ms/step
Epoch 98/100
134/134 - 1s - loss: 0.4400 - val_loss: 0.5827 - 860ms/epoch - 6ms/step
Epoch 99/100
134/134 - 1s - loss: 0.4429 - val_loss: 0.5750 - 863ms/epoch - 6ms/step
Epoch 100/100
134/134 - 1s - loss: 0.4384 - val_loss: 0.5838 - 884ms/epoch - 7ms/step
56/56 - 0s - 92ms/epoch - 2ms/step[1] 0.4461972